Master File

User Inputs

output.var = params$output.var 

transform.abs = FALSE
log.pred = params$log.pred
norm.pred = FALSE
algo.forward.caret = params$algo.forward.caret
algo.backward.caret = params$algo.backward.caret
algo.stepwise.caret = params$algo.stepwise.caret
algo.LASSO.caret = params$algo.LASSO.caret
algo.LARS.caret = params$algo.LARS.caret
message("Parameters used for training/prediction: ")

## Parameters used for training/prediction:

str(params)

## List of 7
##  $ output.var         : chr "y3"
##  $ log.pred           : logi TRUE
##  $ algo.forward.caret : logi FALSE
##  $ algo.backward.caret: logi FALSE
##  $ algo.stepwise.caret: logi FALSE
##  $ algo.LASSO.caret   : logi TRUE
##  $ algo.LARS.caret    : logi TRUE

# Setup Labels
output.var.tr = if (log.pred == TRUE)  paste0(output.var,'.log') else  output.var.tr = output.var

Loading Data

feat  = read.csv('../../Data/features_highprec.csv')
labels = read.csv('../../Data/labels.csv')
predictors = names(dplyr::select(feat,-JobName))
data.ori = inner_join(feat,labels,by='JobName')
#data.ori = inner_join(feat,select_at(labels,c('JobName',output.var)),by='JobName')

Data validation

cc  = complete.cases(data.ori)
data.notComplete = data.ori[! cc,]
data = data.ori[cc,] %>% select_at(c(predictors,output.var,'JobName'))
message('Original cases: ',nrow(data.ori))

## Original cases: 10000

message('Non-Complete cases: ',nrow(data.notComplete))

## Non-Complete cases: 3020

message('Complete cases: ',nrow(data))

## Complete cases: 6980

summary(dplyr::select_at(data,c('JobName',output.var)))

##       JobName           y3        
##  Job_00001:   1   Min.   : 95.91  
##  Job_00002:   1   1st Qu.:118.29  
##  Job_00003:   1   Median :124.03  
##  Job_00004:   1   Mean   :125.40  
##  Job_00007:   1   3rd Qu.:131.06  
##  Job_00008:   1   Max.   :193.73  
##  (Other)  :6974

Output Variable

The Output Variable y3 shows right skewness, so will proceed with a log transformation

Histogram

df=gather(select_at(data,output.var))
ggplot(df, aes(x=value)) + 
  geom_histogram(aes(y=..density..),bins = 50,fill='light blue') + 
  geom_density() 

  #stat_function(fun = dnorm, n = 100, args = list(mean = mean(df$value), sd = sd(df$value)))  

QQPlot

ggplot(gather(select_at(data,output.var)), aes(sample=value)) + 
  stat_qq() + 
  facet_wrap(~key, scales = 'free',ncol=4)

Trasformation of Output Variable from y3 to y3.log

if(log.pred==TRUE) data[[output.var.tr]] = log(data[[output.var]],10) else
  data[[output.var.tr]] = data[[output.var]]
df=gather(select_at(data,c(output.var,output.var.tr)))
ggplot(df, aes(value)) + 
  geom_histogram(aes(y=..density..),bins = 50,fill='light blue') + 
  geom_density() + 
  # stat_function(fun = dnorm, n = 100, args = list(mean = mean(df$value), sd = sd(df$value)))  
  facet_wrap(~key, scales = 'free',ncol=2)

ggplot(gather(select_at(data,c(output.var,output.var.tr))), aes(sample=value)) + 
  stat_qq() + 
  facet_wrap(~key, scales = 'free',ncol=4)

Best Normalizator y3

Normalization of y3 using bestNormalize package. (suggested orderNorm) This is cool, but I think is too far for the objective of the project

t=bestNormalize::bestNormalize(data[[output.var]])

t

## Best Normalizing transformation with 6980 Observations
##  Estimated Normality Statistics (Pearson P / df, lower => more normal):
##  - No transform: 2.9046 
##  - Box-Cox: 1.4172 
##  - Log_b(x+a): 1.9681 
##  - sqrt(x+a): 2.3835 
##  - exp(x): 749.8138 
##  - arcsinh(x): 1.9681 
##  - Yeo-Johnson: 1.1194 
##  - orderNorm: 1.0992 
## Estimation method: Out-of-sample via CV with 10 folds and 5 repeats
##  
## Based off these, bestNormalize chose:
## orderNorm Transformation with 6980 nonmissing obs and no ties 
##  - Original quantiles:
##      0%     25%     50%     75%    100% 
##  95.913 118.289 124.030 131.059 193.726

qqnorm(data[[output.var]])

qqnorm(predict(t))

orderNorm() is a rank-based procedure by which the values of a vector are mapped to their percentile, which is then mapped to the same percentile of the normal distribution. Without the presence of ties, this essentially guarantees that the transformation leads to a uniform distribution

Predictors

All predictors show a Fat-Tail situation, where the two tails are very tall, and a low distribution around the mean. The orderNorm transformation can help (see [Best Normalizator] section)

Interesting Predictors

Histograms

cols = c('x11','x18','stat98','x7','stat110')
df=gather(select_at(data,cols))
ggplot(df, aes(value)) + 
  geom_histogram(aes(y=..density..),bins = 50,fill='light blue') + 
  geom_density() + 
  # stat_function(fun = dnorm, n = 100, args = list(mean = mean(df$value), sd = sd(df$value)))  
  facet_wrap(~key, scales = 'free',ncol=3)

# ggplot(gather(select_at(data,cols)), aes(sample=value)) + 
#   stat_qq()+
#   facet_wrap(~key, scales = 'free',ncol=2)

lapply(select_at(data,cols),summary)

## $x11
##      Min.   1st Qu.    Median      Mean   3rd Qu.      Max. 
## 9.000e-08 9.494e-08 1.001e-07 1.001e-07 1.052e-07 1.100e-07 
## 
## $x18
##    Min. 1st Qu.  Median    Mean 3rd Qu.    Max. 
##   1.500   3.147   4.769   4.772   6.418   7.999 
## 
## $stat98
##      Min.   1st Qu.    Median      Mean   3rd Qu.      Max. 
## -2.998619 -1.551882 -0.015993 -0.005946  1.528405  2.999499 
## 
## $x7
##    Min. 1st Qu.  Median    Mean 3rd Qu.    Max. 
##   0.700   1.266   1.854   1.852   2.446   3.000 
## 
## $stat110
##      Min.   1st Qu.    Median      Mean   3rd Qu.      Max. 
## -2.999543 -1.496865 -0.002193 -0.004129  1.504273  2.999563

Scatter plot vs. output variable **y3.log

d = gather(dplyr::select_at(data,c(cols,output.var.tr)),key=target,value=value,-!!output.var.tr)
ggplot(data=d, aes_string(x='value',y=output.var.tr)) + 
  geom_point(color='light green',alpha=0.5) + 
  geom_smooth() + 
  facet_wrap(~target, scales = 'free',ncol=3)

## `geom_smooth()` using method = 'gam' and formula 'y ~ s(x, bs = "cs")'

All Predictors

Histograms

All indicators have a strong indication of Fat-Tails

df=gather(select_at(data,predictors))
ggplot(df, aes(value)) + 
  geom_histogram(aes(y=..density..),bins = 50,fill='light blue') + 
  geom_density() + 
  # stat_function(fun = dnorm, n = 100, args = list(mean = mean(df$value), sd = sd(df$value)))  
  facet_wrap(~key, scales = 'free',ncol=4)

Correlations

With Output Variable

#chart.Correlation(select(data,-JobName),  pch=21)
t=as.data.frame(round(cor(dplyr::select(data,-one_of(output.var.tr,'JobName'))
                          ,select_at(data,output.var.tr)),4))  %>%
  rownames_to_column(var='variable') %>% filter(variable != !!output.var) %>% arrange(-y3.log)
#DT::datatable(t)
message("Top Positive")

## Top Positive

kable(head(arrange(t,desc(y3.log)),20))

variable	y3.log
x18	0.3120
x7	0.2091
stat98	0.1784
x9	0.1127
x17	0.0611
x16	0.0489
x10	0.0472
x21	0.0412
x11	0.0322
x8	0.0318
stat156	0.0287
stat23	0.0234
stat100	0.0206
stat144	0.0203
stat59	0.0202
stat60	0.0199
stat195	0.0199
stat141	0.0194
stat73	0.0192
stat197	0.0185

message("Top Negative")

## Top Negative

kable(head(arrange(t,y3.log),20))

variable	y3.log
stat110	-0.1594
x4	-0.0603
stat13	-0.0345
stat41	-0.0345
stat14	-0.0317
stat149	-0.0309
stat113	-0.0279
stat4	-0.0248
stat106	-0.0236
stat146	-0.0236
stat186	-0.0217
stat91	-0.0210
stat214	-0.0209
stat5	-0.0207
stat22	-0.0202
stat39	-0.0202
stat175	-0.0194
stat187	-0.0193
stat128	-0.0192
stat37	-0.0191

Between All Variables

#chart.Correlation(select(data,-JobName),  pch=21)
t=as.data.frame(round(cor(dplyr::select(data,-one_of('JobName'))),4))
#DT::datatable(t,options=list(scrollX=T))
message("Showing only 10 variables")

## Showing only 10 variables

kable(t[1:10,1:10])

	x1	x2	x3	x4	x5	x6	x7	x8	x9	x10
x1	1.0000	0.0034	-0.0028	0.0085	0.0068	0.0159	0.0264	-0.0012	0.0142	0.0013
x2	0.0034	1.0000	-0.0057	0.0004	-0.0094	-0.0101	0.0089	0.0078	0.0049	-0.0214
x3	-0.0028	-0.0057	1.0000	0.0029	0.0046	0.0006	-0.0105	-0.0002	0.0167	-0.0137
x4	0.0085	0.0004	0.0029	1.0000	-0.0059	0.0104	0.0098	0.0053	0.0061	-0.0023
x5	0.0068	-0.0094	0.0046	-0.0059	1.0000	0.0016	-0.0027	0.0081	0.0259	-0.0081
x6	0.0159	-0.0101	0.0006	0.0104	0.0016	1.0000	0.0200	-0.0157	0.0117	-0.0072
x7	0.0264	0.0089	-0.0105	0.0098	-0.0027	0.0200	1.0000	-0.0018	-0.0069	-0.0221
x8	-0.0012	0.0078	-0.0002	0.0053	0.0081	-0.0157	-0.0018	1.0000	0.0142	-0.0004
x9	0.0142	0.0049	0.0167	0.0061	0.0259	0.0117	-0.0069	0.0142	1.0000	0.0149
x10	0.0013	-0.0214	-0.0137	-0.0023	-0.0081	-0.0072	-0.0221	-0.0004	0.0149	1.0000

Scatter Plots with Output Variable

Scatter plots with all predictors and the output variable (y3.log)

d = gather(dplyr::select_at(data,c(predictors,output.var.tr)),key=target,value=value,-!!output.var.tr)
ggplot(data=d, aes_string(x='value',y=output.var.tr)) + 
  geom_point(color='light blue',alpha=0.5) + 
  geom_smooth() + 
  facet_wrap(~target, scales = 'free',ncol=4)

## `geom_smooth()` using method = 'gam' and formula 'y ~ s(x, bs = "cs")'

Multicollinearity - VIF

No Multicollinearity among predictors

Showing Top predictor by VIF Value

vifDF = usdm::vif(select_at(data,predictors)) %>% arrange(desc(VIF))
head(vifDF,15)

##    Variables      VIF
## 1    stat202 1.062159
## 2     stat52 1.061390
## 3     stat14 1.061307
## 4     stat31 1.060388
## 5    stat113 1.060054
## 6    stat178 1.058632
## 7    stat150 1.058155
## 8     stat46 1.058114
## 9    stat205 1.057705
## 10    stat56 1.057583
## 11   stat147 1.057418
## 12    stat17 1.057266
## 13   stat196 1.057183
## 14   stat100 1.057178
## 15   stat211 1.057169

Feature Eng

• Square Root transformation for x18

data.tr=data %>%
  mutate(x18.sqrt = sqrt(x18)) 
cols=c('x18','x18.sqrt')

Comparing Pre and Post Transformation Density Plots

# ggplot(gather(select_at(data.tr,cols)), aes(value)) + 
#   geom_histogram(aes(y=..density..),bins = 50,fill='light blue') + 
#   geom_density() + 
#   facet_wrap(~key, scales = 'free',ncol=4)

d = gather(dplyr::select_at(data.tr,c(cols,output.var.tr)),key=target,value=value,-!!output.var.tr)
ggplot(data=d, aes_string(x='value',y=output.var.tr)) + 
  geom_point(color='light blue',alpha=0.5) + 
  geom_smooth() + 
  facet_wrap(~target, scales = 'free',ncol=4)

## `geom_smooth()` using method = 'gam' and formula 'y ~ s(x, bs = "cs")'

#removing unwanted variables
data.tr=data.tr %>%
  dplyr::select_at(names(data.tr)[! names(data.tr) %in% c('x18','y3','JobName')])

data=data.tr
label.names=output.var.tr

Modeling

PCA

fullInteraction=TRUE
pca.vars  = names(data)
pca.vars = pca.vars[!pca.vars %in% label.names]

if(fullInteraction){
  pca.formula =as.formula(paste0('~(',paste0(pca.vars, collapse ='+'),')^2'))
  pca.model = prcomp(formula=pca.formula,data=data[,pca.vars],center=T,scale.=T,retx = T)
  #saveRDS(pca.model,'pca.model.rds')
} else {
  pca.model =  prcomp(x=data[,pca.vars],center=T,scale.=T,retx = T)
}
targetCumVar = .8

pca.model$var = pca.model$sdev ^ 2 #eigenvalues
pca.model$pvar = pca.model$var / sum(pca.model$var)
pca.model$cumpvar = cumsum(pca.model$pvar )
pca.model$pcaSel = pca.model$cumpvar<=targetCumVar
pca.model$pcaSelCount = sum(pca.model$pcaSel)
pca.model$pcaSelTotVar = sum(pca.model$pvar[pca.model$pcaSel])
message(pca.model$pcaSelCount, " PCAs justify ",percent(targetCumVar)," of the total Variance. (",percent(pca.model$pcaSelTotVar),")")

## 3834 PCAs justify 80.0% of the total Variance. (80.0%)

plot(pca.model$var,xlab="Principal component", ylab="Proportion of variance explained",   type='b')

plot(cumsum(pca.model$pvar ),xlab="Principal component", ylab="Cumulative Proportion of variance explained", ylim=c(0,1), type='b')

screeplot(pca.model,npcs = pca.model$pcaSelCount)

screeplot(pca.model,npcs = pca.model$pcaSelCount,type='lines')

#summary(pca.model)
#pca.model$rotation
#creating dataset
data.pca = dplyr::select(data,!!label.names) %>% 
  dplyr::bind_cols(dplyr::select(as.data.frame(pca.model$x)
                                 ,!!colnames(pca.model$rotation)[pca.model$pcaSel])
  )

Train Test Split

data.pca = data.pca[sample(nrow(data.pca)),] # randomly shuffle data
split = sample.split(data.pca[,label.names], SplitRatio = 0.8)

data.train = subset(data.pca, split == TRUE)
data.test = subset(data.pca, split == FALSE)

Common Functions

plot.diagnostics <-  function(model, train) {
  plot(model)
  
  residuals = resid(model) # Plotted above in plot(lm.out)
  r.standard = rstandard(model)
  r.student = rstudent(model)
  
  df = data.frame(x=predict(model,train),y=r.student)
  p=ggplot(data=df,aes(x=x,y=y)) +
    geom_point(color='blue',alpha=0.5,shape=20,size=2) +
    geom_hline(yintercept = 0,size=1)+
    ylab("Student Residuals") +
    xlab("Predicted Values")+
    ggtitle("Student Residual Plot")
  plot(p)
  
  df = data.frame(x=predict(model,train),y=r.standard)
  p=ggplot(data=df,aes(x=x,y=y)) +
    geom_point(color='blue',alpha=0.5,shape=20,size=2) +
    geom_hline(yintercept = c(-2,0,2),size=1)+
    ylab("Student Residuals") +
    xlab("Predicted Values")+
    ggtitle("Student Residual Plot")
  plot(p)
  # Histogram
  df=data.frame(r.student)
  p=ggplot(data=df,aes(r.student)) +
    geom_histogram(aes(y=..density..),bins = 50,fill='blue',alpha=0.6) + 
    stat_function(fun = dnorm, n = 100, args = list(mean = 0, sd = 1)) +
    ylab("Density")+
    xlab("Studentized Residuals")+
    ggtitle("Distribution of Studentized Residuals")
  plot(p)
  # http://www.stat.columbia.edu/~martin/W2024/R7.pdf
  # Influential plots
  inf.meas = influence.measures(model)
  # print (summary(inf.meas)) # too much data
  
  # Leverage plot
  lev = hat(model.matrix(model))
  df=tibble::rownames_to_column(as.data.frame(lev),'id')
  p=ggplot(data=df,aes(x=as.numeric(id),y=lev)) +
    geom_point(color='blue',alpha=0.5,shape=20,size=2) +
    ylab('Leverage - check') + 
    xlab('Index')
  plot(p)
  # Cook's Distance
  cd = cooks.distance(model)
  df=tibble::rownames_to_column(as.data.frame(cd),'id')
  p=ggplot(data=df,aes(x=as.numeric(id),y=cd)) +
    geom_point(color='blue',alpha=0.5,shape=20,size=2) +
    geom_text(data=filter(df,cd>15/nrow(train)),aes(label=id),check_overlap=T,size=3,vjust=-.5)+
    ylab('Cooks distances') + 
    geom_hline(yintercept = c(4/nrow(train),0),size=1)+
    xlab('Index')
  plot(p)
  print (paste("Number of data points that have Cook's D > 4/n: ", length(cd[cd > 4/nrow(train)]), sep = "")) 
  print (paste("Number of data points that have Cook's D > 1: ", length(cd[cd > 1]), sep = "")) 
  return(cd)
}

# function to set up random seeds
# Based on http://jaehyeon-kim.github.io/2015/05/Setup-Random-Seeds-on-Caret-Package.html 
setCaretSeeds <- function(method = "cv", numbers = 1, repeats = 1, tunes = NULL, seed = 1701) {
  #B is the number of resamples and integer vector of M (numbers + tune length if any)
  B <- if (method == "cv") numbers
  else if(method == "repeatedcv") numbers * repeats
  else NULL
  if(is.null(length)) {
    seeds <- NULL
  } else {
    set.seed(seed = seed)
    seeds <- vector(mode = "list", length = B)
    seeds <- lapply(seeds, function(x) sample.int(n = 1000000
                                                  , size = numbers + ifelse(is.null(tunes), 0, tunes)))
    seeds[[length(seeds) + 1]] <- sample.int(n = 1000000, size = 1)
  }
  # return seeds
  seeds
}



train.caret.glmselect = function(formula, data, method
                                 ,subopt = NULL, feature.names
                                 , train.control = NULL, tune.grid = NULL, pre.proc = NULL){
  
  if(is.null(train.control)){
    train.control <- trainControl(method = "cv"
                              ,number = 10
                              ,seeds = setCaretSeeds(method = "cv"
                                                     , numbers = 10
                                                     , seed = 1701)
                              ,search = "grid"
                              ,verboseIter = TRUE
                              ,allowParallel = TRUE
                              )
  }
  
  if(is.null(tune.grid)){
    if (method == 'leapForward' | method == 'leapBackward' | method == 'leapSeq'){
      tune.grid = data.frame(nvmax = 1:length(feature.names))
    }
    if (method == 'glmnet' && subopt == 'LASSO'){
      # Will only show 1 Lambda value during training, but that is OK
      # https://stackoverflow.com/questions/47526544/why-need-to-tune-lambda-with-carettrain-method-glmnet-and-cv-glmnet
      # Another option for LASSO is this: https://github.com/topepo/caret/blob/master/RegressionTests/Code/lasso.R
      lambda = 10^seq(-2,0, length =100)
      alpha = c(1)
      tune.grid = expand.grid(alpha = alpha,lambda = lambda)
    }
    if (method == 'lars'){
      # https://github.com/topepo/caret/blob/master/RegressionTests/Code/lars.R
      fraction = seq(0, 1, length = 100)
      tune.grid = expand.grid(fraction = fraction)
      pre.proc = c("center", "scale") 
    }
  }
  
  # http://sshaikh.org/2015/05/06/parallelize-machine-learning-in-r-with-multi-core-cpus/
  cl <- makeCluster(ceiling(detectCores()*0.90)) # use 75% of cores only, leave rest for other tasks
  registerDoParallel(cl)

  set.seed(1) 
  # note that the seed has to actually be set just before this function is called
  # settign is above just not ensure reproducibility for some reason
  model.caret <- caret::train(formula
                              , data = data
                              , method = method
                              , tuneGrid = tune.grid
                              , trControl = train.control
                              , preProc = pre.proc
                              )
  
  stopCluster(cl)
  registerDoSEQ() # register sequential engine in case you are not using this function anymore
  
  if (method == 'leapForward' | method == 'leapBackward' | method == 'leapSeq'){
    print("All models results")
    print(model.caret$results) # all model results
    print("Best Model")
    print(model.caret$bestTune) # best model
    model = model.caret$finalModel

    # Metrics Plot 
    dataPlot = model.caret$results %>%
      gather(key='metric',value='value',-nvmax) %>%
      dplyr::filter(metric %in% c('MAE','RMSE','Rsquared'))
    metricsPlot = ggplot(data=dataPlot,aes(x=nvmax,y=value) ) +
      geom_line(color='lightblue4') +
      geom_point(color='blue',alpha=0.7,size=.9) +
      facet_wrap(~metric,ncol=2,scales='free_y')+
      theme_light()
    plot(metricsPlot)
    
    # Residuals Plot
    # leap function does not support studentized residuals
    dataPlot=data.frame(pred=predict(model.caret,data),res=resid(model.caret))
    residPlot = ggplot(dataPlot,aes(x=pred,y=res)) +
      geom_point(color='light blue',alpha=0.7) +
      geom_smooth(method="lm")+
      theme_light()
    plot(residPlot)
   
    residHistogram = ggplot(dataPlot,aes(x=res)) +
      geom_histogram(aes(y=..density..),fill='light blue',alpha=1) +
      #geom_density(color='lightblue4') + 
      stat_function(fun = dnorm, n = 100, args = list(mean = mean(dataPlot$res)
                                                       , sd = sd(dataPlot$res)),color='lightblue4')  
      theme_light()
    plot(residHistogram)
    id = rownames(model.caret$bestTune)    
    # Provides the coefficients of the best model
    # regsubsets doens return a full model (see documentation of regsubset), so we need to recalcualte themodel
    # https://stackoverflow.com/questions/13063762/how-to-obtain-a-lm-object-from-regsubsets
    print("Coefficients of final model:")
    coefs <- coef(model, id=id)
    #calculate the model to the the coef intervals
    nams <- names(coefs)
    nams <- nams[!nams %in% "(Intercept)"]
    response <-  as.character(formula[[2]])
    form <- as.formula(paste(response, paste(nams, collapse = " + "), sep = " ~ "))
    mod <- lm(form, data = data)
    #coefs
    #coef(mod)
    print(car::Confint(mod))
    return(list(model = model,id = id, residPlot = residPlot, residHistogram=residHistogram
                ,modelLM=mod))
  }
  if (method == 'glmnet' && subopt == 'LASSO'){
    print(model.caret)
    print(plot(model.caret))
    print(model.caret$bestTune)
    
    print(model.caret$results)
    model=model.caret$finalModel
    # Metrics Plot 
    dataPlot = model.caret$results %>%
      gather(key='metric',value='value',-lambda) %>%
      dplyr::filter(metric %in% c('MAE','RMSE','Rsquared'))
    metricsPlot = ggplot(data=dataPlot,aes(x=lambda,y=value) ) +
      geom_line(color='lightblue4') +
      geom_point(color='blue',alpha=0.7,size=.9) +
      facet_wrap(~metric,ncol=2,scales='free_y')+
      theme_light()
    plot(metricsPlot)
    
    # Residuals Plot 
    dataPlot=data.frame(pred=predict(model.caret,data),res=resid(model.caret))
    residPlot = ggplot(dataPlot,aes(x=pred,y=res)) +
      geom_point(color='light blue',alpha=0.7) +
      geom_smooth(method="lm")+
      theme_light()
    plot(residPlot)

    residHistogram = ggplot(dataPlot,aes(x=res)) +
      geom_histogram(aes(y=..density..),fill='light blue',alpha=1) +
      #geom_density(color='lightblue4') +
      stat_function(fun = dnorm, n = 100, args = list(mean = mean(dataPlot$res)
                                                       , sd = sd(dataPlot$res)),color='lightblue4')  
      theme_light()
    plot(residHistogram)
    
    print("Coefficients") 
    #no interval for glmnet: https://stackoverflow.com/questions/39750965/confidence-intervals-for-ridge-regression
    t=coef(model,s=model.caret$bestTune$lambda)
    model.coef = t[which(t[,1]!=0),]
    print(as.data.frame(model.coef))
    id = NULL # not really needed but added for consistency
    return(list(model = model.caret,id = id, residPlot = residPlot, metricsPlot=metricsPlot ))
  }
  if (method == 'lars'){
    print(model.caret)
    print(plot(model.caret))
    print(model.caret$bestTune)
    
    # Metrics Plot
    dataPlot = model.caret$results %>%
        gather(key='metric',value='value',-fraction) %>%
      dplyr::filter(metric %in% c('MAE','RMSE','Rsquared'))
    metricsPlot = ggplot(data=dataPlot,aes(x=fraction,y=value) ) +
      geom_line(color='lightblue4') +
      geom_point(color='blue',alpha=0.7,size=.9) +
      facet_wrap(~metric,ncol=2,scales='free_y')+
      theme_light()
    plot(metricsPlot)
    
    # Residuals Plot
    dataPlot=data.frame(pred=predict(model.caret,data),res=resid(model.caret))
    residPlot = ggplot(dataPlot,aes(x=pred,y=res)) +
      geom_point(color='light blue',alpha=0.7) +
      geom_smooth(method="lm")+
      theme_light()
    plot(residPlot)

    residHistogram = ggplot(dataPlot,aes(x=res)) +
      geom_histogram(aes(y=..density..),fill='light blue',alpha=1) +
      #geom_density(color='lightblue4') + 
      stat_function(fun = dnorm, n = 100, args = list(mean = mean(dataPlot$res)
                                                       , sd = sd(dataPlot$res)),color='lightblue4')  
      theme_light()
    plot(residHistogram)
    
    print("Coefficients") 
    t=coef(model.caret$finalModel,s=model.caret$bestTune$fraction,mode='fraction')
    model.coef = t[which(t!=0)]
    print(model.coef)
    id = NULL # not really needed but added for consistency
    return(list(model = model.caret,id = id, residPlot = residPlot, residHistogram=residHistogram))
  }
}

# https://stackoverflow.com/questions/48265743/linear-model-subset-selection-goodness-of-fit-with-k-fold-cross-validation
# changed slightly since call[[2]] was just returning "formula" without actually returnign the value in formula
predict.regsubsets <- function(object, newdata, id, formula, ...) {
    #form <- as.formula(object$call[[2]])
    mat <- model.matrix(formula, newdata) # adds intercept and expands any interaction terms
    coefi <- coef(object, id = id)
    xvars <- names(coefi)
    return(mat[,xvars]%*%coefi)
}
  
test.model = function(model, test, level=0.95
                      ,draw.limits = FALSE, good = 0.1, ok = 0.15
                      ,method = NULL, subopt = NULL
                      ,id = NULL, formula, feature.names, label.names
                      ,transformation = NULL){
  ## if using caret for glm select equivalent functionality, 
  ## need to pass formula (full is ok as it will select subset of variables from there)
  if (is.null(method)){
    pred = predict(model, newdata=test, interval="confidence", level = level) 
  }
  
  if (method == 'leapForward' | method == 'leapBackward' | method == 'leapSeq'){
    pred = predict.regsubsets(model, newdata = test, id = id, formula = formula)
  }
  
  if (method == 'glmnet' && subopt == 'LASSO'){
    xtest = as.matrix(test[,feature.names]) 
    pred=as.data.frame(predict(model, xtest))
  }
  
  if (method == 'lars'){
    pred=as.data.frame(predict(model, newdata = test))
  }
    
  # Summary of predicted values
  print ("Summary of predicted values: ")
  print(summary(pred[,1]))

  test.mse = mean((test[,label.names]-pred[,1])^2)
  print (paste(method, subopt, "Test MSE:", test.mse, sep=" "))
  
  if(log.pred == TRUE || norm.pred == TRUE){
    # plot transformewd comparison first
    df=data.frame(x=test[,label.names],y=pred[,1])
    ggplot(df,aes(x=x,y=y)) +
      geom_point(color='blue',alpha=0.5,shape=20,size=2) +
      geom_abline(slope=1,intercept=0,color='black',size=1) +
      #scale_y_continuous(limits=c(min(df),max(df)))+
      xlab("Actual (Transformed)")+
      ylab("Predicted (Transformed)")
  }
    
  if (log.pred == FALSE && norm.pred == FALSE){
    x = test[,label.names]
    y = pred[,1]
  }
  if (log.pred == TRUE){
    x = 10^test[,label.names]
    y = 10^pred[,1]  
  }
  if (norm.pred == TRUE){
    x = predict(transformation, test[,label.names], inverse = TRUE)
    y = predict(transformation, pred[,1], inverse = TRUE)
  }

  df=data.frame(x,y)
  ggplot(df,aes(x,y)) +
    geom_point(color='blue',alpha=0.5,shape=20,size=2) +
    geom_abline(slope=c(1+good,1-good,1+ok,1-ok)
                ,intercept=rep(0,4),color=c('dark green','dark green','dark red','dark red'),size=1,alpha=0.8) +
    #scale_y_continuous(limits=c(min(df),max(df)))+
    xlab("Actual")+
    ylab("Predicted") 
    
 
}

Setup Formulae

n <- names(data.train)
 formula <- as.formula(paste(paste(n[n %in% label.names], collapse = " + ")
                             ," ~", paste(n[!n %in% label.names], collapse = " + "))) 

grand.mean.formula = as.formula(paste(paste(n[n %in% label.names], collapse = " + ")," ~ 1"))

print(formula)

## y3.log ~ PC1 + PC2 + PC3 + PC4 + PC5 + PC6 + PC7 + PC8 + PC9 + 
##     PC10 + PC11 + PC12 + PC13 + PC14 + PC15 + PC16 + PC17 + PC18 + 
##     PC19 + PC20 + PC21 + PC22 + PC23 + PC24 + PC25 + PC26 + PC27 + 
##     PC28 + PC29 + PC30 + PC31 + PC32 + PC33 + PC34 + PC35 + PC36 + 
##     PC37 + PC38 + PC39 + PC40 + PC41 + PC42 + PC43 + PC44 + PC45 + 
##     PC46 + PC47 + PC48 + PC49 + PC50 + PC51 + PC52 + PC53 + PC54 + 
##     PC55 + PC56 + PC57 + PC58 + PC59 + PC60 + PC61 + PC62 + PC63 + 
##     PC64 + PC65 + PC66 + PC67 + PC68 + PC69 + PC70 + PC71 + PC72 + 
##     PC73 + PC74 + PC75 + PC76 + PC77 + PC78 + PC79 + PC80 + PC81 + 
##     PC82 + PC83 + PC84 + PC85 + PC86 + PC87 + PC88 + PC89 + PC90 + 
##     PC91 + PC92 + PC93 + PC94 + PC95 + PC96 + PC97 + PC98 + PC99 + 
##     PC100 + PC101 + PC102 + PC103 + PC104 + PC105 + PC106 + PC107 + 
##     PC108 + PC109 + PC110 + PC111 + PC112 + PC113 + PC114 + PC115 + 
##     PC116 + PC117 + PC118 + PC119 + PC120 + PC121 + PC122 + PC123 + 
##     PC124 + PC125 + PC126 + PC127 + PC128 + PC129 + PC130 + PC131 + 
##     PC132 + PC133 + PC134 + PC135 + PC136 + PC137 + PC138 + PC139 + 
##     PC140 + PC141 + PC142 + PC143 + PC144 + PC145 + PC146 + PC147 + 
##     PC148 + PC149 + PC150 + PC151 + PC152 + PC153 + PC154 + PC155 + 
##     PC156 + PC157 + PC158 + PC159 + PC160 + PC161 + PC162 + PC163 + 
##     PC164 + PC165 + PC166 + PC167 + PC168 + PC169 + PC170 + PC171 + 
##     PC172 + PC173 + PC174 + PC175 + PC176 + PC177 + PC178 + PC179 + 
##     PC180 + PC181 + PC182 + PC183 + PC184 + PC185 + PC186 + PC187 + 
##     PC188 + PC189 + PC190 + PC191 + PC192 + PC193 + PC194 + PC195 + 
##     PC196 + PC197 + PC198 + PC199 + PC200 + PC201 + PC202 + PC203 + 
##     PC204 + PC205 + PC206 + PC207 + PC208 + PC209 + PC210 + PC211 + 
##     PC212 + PC213 + PC214 + PC215 + PC216 + PC217 + PC218 + PC219 + 
##     PC220 + PC221 + PC222 + PC223 + PC224 + PC225 + PC226 + PC227 + 
##     PC228 + PC229 + PC230 + PC231 + PC232 + PC233 + PC234 + PC235 + 
##     PC236 + PC237 + PC238 + PC239 + PC240 + PC241 + PC242 + PC243 + 
##     PC244 + PC245 + PC246 + PC247 + PC248 + PC249 + PC250 + PC251 + 
##     PC252 + PC253 + PC254 + PC255 + PC256 + PC257 + PC258 + PC259 + 
##     PC260 + PC261 + PC262 + PC263 + PC264 + PC265 + PC266 + PC267 + 
##     PC268 + PC269 + PC270 + PC271 + PC272 + PC273 + PC274 + PC275 + 
##     PC276 + PC277 + PC278 + PC279 + PC280 + PC281 + PC282 + PC283 + 
##     PC284 + PC285 + PC286 + PC287 + PC288 + PC289 + PC290 + PC291 + 
##     PC292 + PC293 + PC294 + PC295 + PC296 + PC297 + PC298 + PC299 + 
##     PC300 + PC301 + PC302 + PC303 + PC304 + PC305 + PC306 + PC307 + 
##     PC308 + PC309 + PC310 + PC311 + PC312 + PC313 + PC314 + PC315 + 
##     PC316 + PC317 + PC318 + PC319 + PC320 + PC321 + PC322 + PC323 + 
##     PC324 + PC325 + PC326 + PC327 + PC328 + PC329 + PC330 + PC331 + 
##     PC332 + PC333 + PC334 + PC335 + PC336 + PC337 + PC338 + PC339 + 
##     PC340 + PC341 + PC342 + PC343 + PC344 + PC345 + PC346 + PC347 + 
##     PC348 + PC349 + PC350 + PC351 + PC352 + PC353 + PC354 + PC355 + 
##     PC356 + PC357 + PC358 + PC359 + PC360 + PC361 + PC362 + PC363 + 
##     PC364 + PC365 + PC366 + PC367 + PC368 + PC369 + PC370 + PC371 + 
##     PC372 + PC373 + PC374 + PC375 + PC376 + PC377 + PC378 + PC379 + 
##     PC380 + PC381 + PC382 + PC383 + PC384 + PC385 + PC386 + PC387 + 
##     PC388 + PC389 + PC390 + PC391 + PC392 + PC393 + PC394 + PC395 + 
##     PC396 + PC397 + PC398 + PC399 + PC400 + PC401 + PC402 + PC403 + 
##     PC404 + PC405 + PC406 + PC407 + PC408 + PC409 + PC410 + PC411 + 
##     PC412 + PC413 + PC414 + PC415 + PC416 + PC417 + PC418 + PC419 + 
##     PC420 + PC421 + PC422 + PC423 + PC424 + PC425 + PC426 + PC427 + 
##     PC428 + PC429 + PC430 + PC431 + PC432 + PC433 + PC434 + PC435 + 
##     PC436 + PC437 + PC438 + PC439 + PC440 + PC441 + PC442 + PC443 + 
##     PC444 + PC445 + PC446 + PC447 + PC448 + PC449 + PC450 + PC451 + 
##     PC452 + PC453 + PC454 + PC455 + PC456 + PC457 + PC458 + PC459 + 
##     PC460 + PC461 + PC462 + PC463 + PC464 + PC465 + PC466 + PC467 + 
##     PC468 + PC469 + PC470 + PC471 + PC472 + PC473 + PC474 + PC475 + 
##     PC476 + PC477 + PC478 + PC479 + PC480 + PC481 + PC482 + PC483 + 
##     PC484 + PC485 + PC486 + PC487 + PC488 + PC489 + PC490 + PC491 + 
##     PC492 + PC493 + PC494 + PC495 + PC496 + PC497 + PC498 + PC499 + 
##     PC500 + PC501 + PC502 + PC503 + PC504 + PC505 + PC506 + PC507 + 
##     PC508 + PC509 + PC510 + PC511 + PC512 + PC513 + PC514 + PC515 + 
##     PC516 + PC517 + PC518 + PC519 + PC520 + PC521 + PC522 + PC523 + 
##     PC524 + PC525 + PC526 + PC527 + PC528 + PC529 + PC530 + PC531 + 
##     PC532 + PC533 + PC534 + PC535 + PC536 + PC537 + PC538 + PC539 + 
##     PC540 + PC541 + PC542 + PC543 + PC544 + PC545 + PC546 + PC547 + 
##     PC548 + PC549 + PC550 + PC551 + PC552 + PC553 + PC554 + PC555 + 
##     PC556 + PC557 + PC558 + PC559 + PC560 + PC561 + PC562 + PC563 + 
##     PC564 + PC565 + PC566 + PC567 + PC568 + PC569 + PC570 + PC571 + 
##     PC572 + PC573 + PC574 + PC575 + PC576 + PC577 + PC578 + PC579 + 
##     PC580 + PC581 + PC582 + PC583 + PC584 + PC585 + PC586 + PC587 + 
##     PC588 + PC589 + PC590 + PC591 + PC592 + PC593 + PC594 + PC595 + 
##     PC596 + PC597 + PC598 + PC599 + PC600 + PC601 + PC602 + PC603 + 
##     PC604 + PC605 + PC606 + PC607 + PC608 + PC609 + PC610 + PC611 + 
##     PC612 + PC613 + PC614 + PC615 + PC616 + PC617 + PC618 + PC619 + 
##     PC620 + PC621 + PC622 + PC623 + PC624 + PC625 + PC626 + PC627 + 
##     PC628 + PC629 + PC630 + PC631 + PC632 + PC633 + PC634 + PC635 + 
##     PC636 + PC637 + PC638 + PC639 + PC640 + PC641 + PC642 + PC643 + 
##     PC644 + PC645 + PC646 + PC647 + PC648 + PC649 + PC650 + PC651 + 
##     PC652 + PC653 + PC654 + PC655 + PC656 + PC657 + PC658 + PC659 + 
##     PC660 + PC661 + PC662 + PC663 + PC664 + PC665 + PC666 + PC667 + 
##     PC668 + PC669 + PC670 + PC671 + PC672 + PC673 + PC674 + PC675 + 
##     PC676 + PC677 + PC678 + PC679 + PC680 + PC681 + PC682 + PC683 + 
##     PC684 + PC685 + PC686 + PC687 + PC688 + PC689 + PC690 + PC691 + 
##     PC692 + PC693 + PC694 + PC695 + PC696 + PC697 + PC698 + PC699 + 
##     PC700 + PC701 + PC702 + PC703 + PC704 + PC705 + PC706 + PC707 + 
##     PC708 + PC709 + PC710 + PC711 + PC712 + PC713 + PC714 + PC715 + 
##     PC716 + PC717 + PC718 + PC719 + PC720 + PC721 + PC722 + PC723 + 
##     PC724 + PC725 + PC726 + PC727 + PC728 + PC729 + PC730 + PC731 + 
##     PC732 + PC733 + PC734 + PC735 + PC736 + PC737 + PC738 + PC739 + 
##     PC740 + PC741 + PC742 + PC743 + PC744 + PC745 + PC746 + PC747 + 
##     PC748 + PC749 + PC750 + PC751 + PC752 + PC753 + PC754 + PC755 + 
##     PC756 + PC757 + PC758 + PC759 + PC760 + PC761 + PC762 + PC763 + 
##     PC764 + PC765 + PC766 + PC767 + PC768 + PC769 + PC770 + PC771 + 
##     PC772 + PC773 + PC774 + PC775 + PC776 + PC777 + PC778 + PC779 + 
##     PC780 + PC781 + PC782 + PC783 + PC784 + PC785 + PC786 + PC787 + 
##     PC788 + PC789 + PC790 + PC791 + PC792 + PC793 + PC794 + PC795 + 
##     PC796 + PC797 + PC798 + PC799 + PC800 + PC801 + PC802 + PC803 + 
##     PC804 + PC805 + PC806 + PC807 + PC808 + PC809 + PC810 + PC811 + 
##     PC812 + PC813 + PC814 + PC815 + PC816 + PC817 + PC818 + PC819 + 
##     PC820 + PC821 + PC822 + PC823 + PC824 + PC825 + PC826 + PC827 + 
##     PC828 + PC829 + PC830 + PC831 + PC832 + PC833 + PC834 + PC835 + 
##     PC836 + PC837 + PC838 + PC839 + PC840 + PC841 + PC842 + PC843 + 
##     PC844 + PC845 + PC846 + PC847 + PC848 + PC849 + PC850 + PC851 + 
##     PC852 + PC853 + PC854 + PC855 + PC856 + PC857 + PC858 + PC859 + 
##     PC860 + PC861 + PC862 + PC863 + PC864 + PC865 + PC866 + PC867 + 
##     PC868 + PC869 + PC870 + PC871 + PC872 + PC873 + PC874 + PC875 + 
##     PC876 + PC877 + PC878 + PC879 + PC880 + PC881 + PC882 + PC883 + 
##     PC884 + PC885 + PC886 + PC887 + PC888 + PC889 + PC890 + PC891 + 
##     PC892 + PC893 + PC894 + PC895 + PC896 + PC897 + PC898 + PC899 + 
##     PC900 + PC901 + PC902 + PC903 + PC904 + PC905 + PC906 + PC907 + 
##     PC908 + PC909 + PC910 + PC911 + PC912 + PC913 + PC914 + PC915 + 
##     PC916 + PC917 + PC918 + PC919 + PC920 + PC921 + PC922 + PC923 + 
##     PC924 + PC925 + PC926 + PC927 + PC928 + PC929 + PC930 + PC931 + 
##     PC932 + PC933 + PC934 + PC935 + PC936 + PC937 + PC938 + PC939 + 
##     PC940 + PC941 + PC942 + PC943 + PC944 + PC945 + PC946 + PC947 + 
##     PC948 + PC949 + PC950 + PC951 + PC952 + PC953 + PC954 + PC955 + 
##     PC956 + PC957 + PC958 + PC959 + PC960 + PC961 + PC962 + PC963 + 
##     PC964 + PC965 + PC966 + PC967 + PC968 + PC969 + PC970 + PC971 + 
##     PC972 + PC973 + PC974 + PC975 + PC976 + PC977 + PC978 + PC979 + 
##     PC980 + PC981 + PC982 + PC983 + PC984 + PC985 + PC986 + PC987 + 
##     PC988 + PC989 + PC990 + PC991 + PC992 + PC993 + PC994 + PC995 + 
##     PC996 + PC997 + PC998 + PC999 + PC1000 + PC1001 + PC1002 + 
##     PC1003 + PC1004 + PC1005 + PC1006 + PC1007 + PC1008 + PC1009 + 
##     PC1010 + PC1011 + PC1012 + PC1013 + PC1014 + PC1015 + PC1016 + 
##     PC1017 + PC1018 + PC1019 + PC1020 + PC1021 + PC1022 + PC1023 + 
##     PC1024 + PC1025 + PC1026 + PC1027 + PC1028 + PC1029 + PC1030 + 
##     PC1031 + PC1032 + PC1033 + PC1034 + PC1035 + PC1036 + PC1037 + 
##     PC1038 + PC1039 + PC1040 + PC1041 + PC1042 + PC1043 + PC1044 + 
##     PC1045 + PC1046 + PC1047 + PC1048 + PC1049 + PC1050 + PC1051 + 
##     PC1052 + PC1053 + PC1054 + PC1055 + PC1056 + PC1057 + PC1058 + 
##     PC1059 + PC1060 + PC1061 + PC1062 + PC1063 + PC1064 + PC1065 + 
##     PC1066 + PC1067 + PC1068 + PC1069 + PC1070 + PC1071 + PC1072 + 
##     PC1073 + PC1074 + PC1075 + PC1076 + PC1077 + PC1078 + PC1079 + 
##     PC1080 + PC1081 + PC1082 + PC1083 + PC1084 + PC1085 + PC1086 + 
##     PC1087 + PC1088 + PC1089 + PC1090 + PC1091 + PC1092 + PC1093 + 
##     PC1094 + PC1095 + PC1096 + PC1097 + PC1098 + PC1099 + PC1100 + 
##     PC1101 + PC1102 + PC1103 + PC1104 + PC1105 + PC1106 + PC1107 + 
##     PC1108 + PC1109 + PC1110 + PC1111 + PC1112 + PC1113 + PC1114 + 
##     PC1115 + PC1116 + PC1117 + PC1118 + PC1119 + PC1120 + PC1121 + 
##     PC1122 + PC1123 + PC1124 + PC1125 + PC1126 + PC1127 + PC1128 + 
##     PC1129 + PC1130 + PC1131 + PC1132 + PC1133 + PC1134 + PC1135 + 
##     PC1136 + PC1137 + PC1138 + PC1139 + PC1140 + PC1141 + PC1142 + 
##     PC1143 + PC1144 + PC1145 + PC1146 + PC1147 + PC1148 + PC1149 + 
##     PC1150 + PC1151 + PC1152 + PC1153 + PC1154 + PC1155 + PC1156 + 
##     PC1157 + PC1158 + PC1159 + PC1160 + PC1161 + PC1162 + PC1163 + 
##     PC1164 + PC1165 + PC1166 + PC1167 + PC1168 + PC1169 + PC1170 + 
##     PC1171 + PC1172 + PC1173 + PC1174 + PC1175 + PC1176 + PC1177 + 
##     PC1178 + PC1179 + PC1180 + PC1181 + PC1182 + PC1183 + PC1184 + 
##     PC1185 + PC1186 + PC1187 + PC1188 + PC1189 + PC1190 + PC1191 + 
##     PC1192 + PC1193 + PC1194 + PC1195 + PC1196 + PC1197 + PC1198 + 
##     PC1199 + PC1200 + PC1201 + PC1202 + PC1203 + PC1204 + PC1205 + 
##     PC1206 + PC1207 + PC1208 + PC1209 + PC1210 + PC1211 + PC1212 + 
##     PC1213 + PC1214 + PC1215 + PC1216 + PC1217 + PC1218 + PC1219 + 
##     PC1220 + PC1221 + PC1222 + PC1223 + PC1224 + PC1225 + PC1226 + 
##     PC1227 + PC1228 + PC1229 + PC1230 + PC1231 + PC1232 + PC1233 + 
##     PC1234 + PC1235 + PC1236 + PC1237 + PC1238 + PC1239 + PC1240 + 
##     PC1241 + PC1242 + PC1243 + PC1244 + PC1245 + PC1246 + PC1247 + 
##     PC1248 + PC1249 + PC1250 + PC1251 + PC1252 + PC1253 + PC1254 + 
##     PC1255 + PC1256 + PC1257 + PC1258 + PC1259 + PC1260 + PC1261 + 
##     PC1262 + PC1263 + PC1264 + PC1265 + PC1266 + PC1267 + PC1268 + 
##     PC1269 + PC1270 + PC1271 + PC1272 + PC1273 + PC1274 + PC1275 + 
##     PC1276 + PC1277 + PC1278 + PC1279 + PC1280 + PC1281 + PC1282 + 
##     PC1283 + PC1284 + PC1285 + PC1286 + PC1287 + PC1288 + PC1289 + 
##     PC1290 + PC1291 + PC1292 + PC1293 + PC1294 + PC1295 + PC1296 + 
##     PC1297 + PC1298 + PC1299 + PC1300 + PC1301 + PC1302 + PC1303 + 
##     PC1304 + PC1305 + PC1306 + PC1307 + PC1308 + PC1309 + PC1310 + 
##     PC1311 + PC1312 + PC1313 + PC1314 + PC1315 + PC1316 + PC1317 + 
##     PC1318 + PC1319 + PC1320 + PC1321 + PC1322 + PC1323 + PC1324 + 
##     PC1325 + PC1326 + PC1327 + PC1328 + PC1329 + PC1330 + PC1331 + 
##     PC1332 + PC1333 + PC1334 + PC1335 + PC1336 + PC1337 + PC1338 + 
##     PC1339 + PC1340 + PC1341 + PC1342 + PC1343 + PC1344 + PC1345 + 
##     PC1346 + PC1347 + PC1348 + PC1349 + PC1350 + PC1351 + PC1352 + 
##     PC1353 + PC1354 + PC1355 + PC1356 + PC1357 + PC1358 + PC1359 + 
##     PC1360 + PC1361 + PC1362 + PC1363 + PC1364 + PC1365 + PC1366 + 
##     PC1367 + PC1368 + PC1369 + PC1370 + PC1371 + PC1372 + PC1373 + 
##     PC1374 + PC1375 + PC1376 + PC1377 + PC1378 + PC1379 + PC1380 + 
##     PC1381 + PC1382 + PC1383 + PC1384 + PC1385 + PC1386 + PC1387 + 
##     PC1388 + PC1389 + PC1390 + PC1391 + PC1392 + PC1393 + PC1394 + 
##     PC1395 + PC1396 + PC1397 + PC1398 + PC1399 + PC1400 + PC1401 + 
##     PC1402 + PC1403 + PC1404 + PC1405 + PC1406 + PC1407 + PC1408 + 
##     PC1409 + PC1410 + PC1411 + PC1412 + PC1413 + PC1414 + PC1415 + 
##     PC1416 + PC1417 + PC1418 + PC1419 + PC1420 + PC1421 + PC1422 + 
##     PC1423 + PC1424 + PC1425 + PC1426 + PC1427 + PC1428 + PC1429 + 
##     PC1430 + PC1431 + PC1432 + PC1433 + PC1434 + PC1435 + PC1436 + 
##     PC1437 + PC1438 + PC1439 + PC1440 + PC1441 + PC1442 + PC1443 + 
##     PC1444 + PC1445 + PC1446 + PC1447 + PC1448 + PC1449 + PC1450 + 
##     PC1451 + PC1452 + PC1453 + PC1454 + PC1455 + PC1456 + PC1457 + 
##     PC1458 + PC1459 + PC1460 + PC1461 + PC1462 + PC1463 + PC1464 + 
##     PC1465 + PC1466 + PC1467 + PC1468 + PC1469 + PC1470 + PC1471 + 
##     PC1472 + PC1473 + PC1474 + PC1475 + PC1476 + PC1477 + PC1478 + 
##     PC1479 + PC1480 + PC1481 + PC1482 + PC1483 + PC1484 + PC1485 + 
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##     PC1899 + PC1900 + PC1901 + PC1902 + PC1903 + PC1904 + PC1905 + 
##     PC1906 + PC1907 + PC1908 + PC1909 + PC1910 + PC1911 + PC1912 + 
##     PC1913 + PC1914 + PC1915 + PC1916 + PC1917 + PC1918 + PC1919 + 
##     PC1920 + PC1921 + PC1922 + PC1923 + PC1924 + PC1925 + PC1926 + 
##     PC1927 + PC1928 + PC1929 + PC1930 + PC1931 + PC1932 + PC1933 + 
##     PC1934 + PC1935 + PC1936 + PC1937 + PC1938 + PC1939 + PC1940 + 
##     PC1941 + PC1942 + PC1943 + PC1944 + PC1945 + PC1946 + PC1947 + 
##     PC1948 + PC1949 + PC1950 + PC1951 + PC1952 + PC1953 + PC1954 + 
##     PC1955 + PC1956 + PC1957 + PC1958 + PC1959 + PC1960 + PC1961 + 
##     PC1962 + PC1963 + PC1964 + PC1965 + PC1966 + PC1967 + PC1968 + 
##     PC1969 + PC1970 + PC1971 + PC1972 + PC1973 + PC1974 + PC1975 + 
##     PC1976 + PC1977 + PC1978 + PC1979 + PC1980 + PC1981 + PC1982 + 
##     PC1983 + PC1984 + PC1985 + PC1986 + PC1987 + PC1988 + PC1989 + 
##     PC1990 + PC1991 + PC1992 + PC1993 + PC1994 + PC1995 + PC1996 + 
##     PC1997 + PC1998 + PC1999 + PC2000 + PC2001 + PC2002 + PC2003 + 
##     PC2004 + PC2005 + PC2006 + PC2007 + PC2008 + PC2009 + PC2010 + 
##     PC2011 + PC2012 + PC2013 + PC2014 + PC2015 + PC2016 + PC2017 + 
##     PC2018 + PC2019 + PC2020 + PC2021 + PC2022 + PC2023 + PC2024 + 
##     PC2025 + PC2026 + PC2027 + PC2028 + PC2029 + PC2030 + PC2031 + 
##     PC2032 + PC2033 + PC2034 + PC2035 + PC2036 + PC2037 + PC2038 + 
##     PC2039 + PC2040 + PC2041 + PC2042 + PC2043 + PC2044 + PC2045 + 
##     PC2046 + PC2047 + PC2048 + PC2049 + PC2050 + PC2051 + PC2052 + 
##     PC2053 + PC2054 + PC2055 + PC2056 + PC2057 + PC2058 + PC2059 + 
##     PC2060 + PC2061 + PC2062 + PC2063 + PC2064 + PC2065 + PC2066 + 
##     PC2067 + PC2068 + PC2069 + PC2070 + PC2071 + PC2072 + PC2073 + 
##     PC2074 + PC2075 + PC2076 + PC2077 + PC2078 + PC2079 + PC2080 + 
##     PC2081 + PC2082 + PC2083 + PC2084 + PC2085 + PC2086 + PC2087 + 
##     PC2088 + PC2089 + PC2090 + PC2091 + PC2092 + PC2093 + PC2094 + 
##     PC2095 + PC2096 + PC2097 + PC2098 + PC2099 + PC2100 + PC2101 + 
##     PC2102 + PC2103 + PC2104 + PC2105 + PC2106 + PC2107 + PC2108 + 
##     PC2109 + PC2110 + PC2111 + PC2112 + PC2113 + PC2114 + PC2115 + 
##     PC2116 + PC2117 + PC2118 + PC2119 + PC2120 + PC2121 + PC2122 + 
##     PC2123 + PC2124 + PC2125 + PC2126 + PC2127 + PC2128 + PC2129 + 
##     PC2130 + PC2131 + PC2132 + PC2133 + PC2134 + PC2135 + PC2136 + 
##     PC2137 + PC2138 + PC2139 + PC2140 + PC2141 + PC2142 + PC2143 + 
##     PC2144 + PC2145 + PC2146 + PC2147 + PC2148 + PC2149 + PC2150 + 
##     PC2151 + PC2152 + PC2153 + PC2154 + PC2155 + PC2156 + PC2157 + 
##     PC2158 + PC2159 + PC2160 + PC2161 + PC2162 + PC2163 + PC2164 + 
##     PC2165 + PC2166 + PC2167 + PC2168 + PC2169 + PC2170 + PC2171 + 
##     PC2172 + PC2173 + PC2174 + PC2175 + PC2176 + PC2177 + PC2178 + 
##     PC2179 + PC2180 + PC2181 + PC2182 + PC2183 + PC2184 + PC2185 + 
##     PC2186 + PC2187 + PC2188 + PC2189 + PC2190 + PC2191 + PC2192 + 
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##     PC2200 + PC2201 + PC2202 + PC2203 + PC2204 + PC2205 + PC2206 + 
##     PC2207 + PC2208 + PC2209 + PC2210 + PC2211 + PC2212 + PC2213 + 
##     PC2214 + PC2215 + PC2216 + PC2217 + PC2218 + PC2219 + PC2220 + 
##     PC2221 + PC2222 + PC2223 + PC2224 + PC2225 + PC2226 + PC2227 + 
##     PC2228 + PC2229 + PC2230 + PC2231 + PC2232 + PC2233 + PC2234 + 
##     PC2235 + PC2236 + PC2237 + PC2238 + PC2239 + PC2240 + PC2241 + 
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##     PC2270 + PC2271 + PC2272 + PC2273 + PC2274 + PC2275 + PC2276 + 
##     PC2277 + PC2278 + PC2279 + PC2280 + PC2281 + PC2282 + PC2283 + 
##     PC2284 + PC2285 + PC2286 + PC2287 + PC2288 + PC2289 + PC2290 + 
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##     PC2305 + PC2306 + PC2307 + PC2308 + PC2309 + PC2310 + PC2311 + 
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##     PC2319 + PC2320 + PC2321 + PC2322 + PC2323 + PC2324 + PC2325 + 
##     PC2326 + PC2327 + PC2328 + PC2329 + PC2330 + PC2331 + PC2332 + 
##     PC2333 + PC2334 + PC2335 + PC2336 + PC2337 + PC2338 + PC2339 + 
##     PC2340 + PC2341 + PC2342 + PC2343 + PC2344 + PC2345 + PC2346 + 
##     PC2347 + PC2348 + PC2349 + PC2350 + PC2351 + PC2352 + PC2353 + 
##     PC2354 + PC2355 + PC2356 + PC2357 + PC2358 + PC2359 + PC2360 + 
##     PC2361 + PC2362 + PC2363 + PC2364 + PC2365 + PC2366 + PC2367 + 
##     PC2368 + PC2369 + PC2370 + PC2371 + PC2372 + PC2373 + PC2374 + 
##     PC2375 + PC2376 + PC2377 + PC2378 + PC2379 + PC2380 + PC2381 + 
##     PC2382 + PC2383 + PC2384 + PC2385 + PC2386 + PC2387 + PC2388 + 
##     PC2389 + PC2390 + PC2391 + PC2392 + PC2393 + PC2394 + PC2395 + 
##     PC2396 + PC2397 + PC2398 + PC2399 + PC2400 + PC2401 + PC2402 + 
##     PC2403 + PC2404 + PC2405 + PC2406 + PC2407 + PC2408 + PC2409 + 
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##     PC2438 + PC2439 + PC2440 + PC2441 + PC2442 + PC2443 + PC2444 + 
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##     PC2494 + PC2495 + PC2496 + PC2497 + PC2498 + PC2499 + PC2500 + 
##     PC2501 + PC2502 + PC2503 + PC2504 + PC2505 + PC2506 + PC2507 + 
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##     PC2543 + PC2544 + PC2545 + PC2546 + PC2547 + PC2548 + PC2549 + 
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##     PC2557 + PC2558 + PC2559 + PC2560 + PC2561 + PC2562 + PC2563 + 
##     PC2564 + PC2565 + PC2566 + PC2567 + PC2568 + PC2569 + PC2570 + 
##     PC2571 + PC2572 + PC2573 + PC2574 + PC2575 + PC2576 + PC2577 + 
##     PC2578 + PC2579 + PC2580 + PC2581 + PC2582 + PC2583 + PC2584 + 
##     PC2585 + PC2586 + PC2587 + PC2588 + PC2589 + PC2590 + PC2591 + 
##     PC2592 + PC2593 + PC2594 + PC2595 + PC2596 + PC2597 + PC2598 + 
##     PC2599 + PC2600 + PC2601 + PC2602 + PC2603 + PC2604 + PC2605 + 
##     PC2606 + PC2607 + PC2608 + PC2609 + PC2610 + PC2611 + PC2612 + 
##     PC2613 + PC2614 + PC2615 + PC2616 + PC2617 + PC2618 + PC2619 + 
##     PC2620 + PC2621 + PC2622 + PC2623 + PC2624 + PC2625 + PC2626 + 
##     PC2627 + PC2628 + PC2629 + PC2630 + PC2631 + PC2632 + PC2633 + 
##     PC2634 + PC2635 + PC2636 + PC2637 + PC2638 + PC2639 + PC2640 + 
##     PC2641 + PC2642 + PC2643 + PC2644 + PC2645 + PC2646 + PC2647 + 
##     PC2648 + PC2649 + PC2650 + PC2651 + PC2652 + PC2653 + PC2654 + 
##     PC2655 + PC2656 + PC2657 + PC2658 + PC2659 + PC2660 + PC2661 + 
##     PC2662 + PC2663 + PC2664 + PC2665 + PC2666 + PC2667 + PC2668 + 
##     PC2669 + PC2670 + PC2671 + PC2672 + PC2673 + PC2674 + PC2675 + 
##     PC2676 + PC2677 + PC2678 + PC2679 + PC2680 + PC2681 + PC2682 + 
##     PC2683 + PC2684 + PC2685 + PC2686 + PC2687 + PC2688 + PC2689 + 
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##     PC2781 + PC2782 + PC2783 + PC2784 + PC2785 + PC2786 + PC2787 + 
##     PC2788 + PC2789 + PC2790 + PC2791 + PC2792 + PC2793 + PC2794 + 
##     PC2795 + PC2796 + PC2797 + PC2798 + PC2799 + PC2800 + PC2801 + 
##     PC2802 + PC2803 + PC2804 + PC2805 + PC2806 + PC2807 + PC2808 + 
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##     PC2837 + PC2838 + PC2839 + PC2840 + PC2841 + PC2842 + PC2843 + 
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##     PC2851 + PC2852 + PC2853 + PC2854 + PC2855 + PC2856 + PC2857 + 
##     PC2858 + PC2859 + PC2860 + PC2861 + PC2862 + PC2863 + PC2864 + 
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##     PC2963 + PC2964 + PC2965 + PC2966 + PC2967 + PC2968 + PC2969 + 
##     PC2970 + PC2971 + PC2972 + PC2973 + PC2974 + PC2975 + PC2976 + 
##     PC2977 + PC2978 + PC2979 + PC2980 + PC2981 + PC2982 + PC2983 + 
##     PC2984 + PC2985 + PC2986 + PC2987 + PC2988 + PC2989 + PC2990 + 
##     PC2991 + PC2992 + PC2993 + PC2994 + PC2995 + PC2996 + PC2997 + 
##     PC2998 + PC2999 + PC3000 + PC3001 + PC3002 + PC3003 + PC3004 + 
##     PC3005 + PC3006 + PC3007 + PC3008 + PC3009 + PC3010 + PC3011 + 
##     PC3012 + PC3013 + PC3014 + PC3015 + PC3016 + PC3017 + PC3018 + 
##     PC3019 + PC3020 + PC3021 + PC3022 + PC3023 + PC3024 + PC3025 + 
##     PC3026 + PC3027 + PC3028 + PC3029 + PC3030 + PC3031 + PC3032 + 
##     PC3033 + PC3034 + PC3035 + PC3036 + PC3037 + PC3038 + PC3039 + 
##     PC3040 + PC3041 + PC3042 + PC3043 + PC3044 + PC3045 + PC3046 + 
##     PC3047 + PC3048 + PC3049 + PC3050 + PC3051 + PC3052 + PC3053 + 
##     PC3054 + PC3055 + PC3056 + PC3057 + PC3058 + PC3059 + PC3060 + 
##     PC3061 + PC3062 + PC3063 + PC3064 + PC3065 + PC3066 + PC3067 + 
##     PC3068 + PC3069 + PC3070 + PC3071 + PC3072 + PC3073 + PC3074 + 
##     PC3075 + PC3076 + PC3077 + PC3078 + PC3079 + PC3080 + PC3081 + 
##     PC3082 + PC3083 + PC3084 + PC3085 + PC3086 + PC3087 + PC3088 + 
##     PC3089 + PC3090 + PC3091 + PC3092 + PC3093 + PC3094 + PC3095 + 
##     PC3096 + PC3097 + PC3098 + PC3099 + PC3100 + PC3101 + PC3102 + 
##     PC3103 + PC3104 + PC3105 + PC3106 + PC3107 + PC3108 + PC3109 + 
##     PC3110 + PC3111 + PC3112 + PC3113 + PC3114 + PC3115 + PC3116 + 
##     PC3117 + PC3118 + PC3119 + PC3120 + PC3121 + PC3122 + PC3123 + 
##     PC3124 + PC3125 + PC3126 + PC3127 + PC3128 + PC3129 + PC3130 + 
##     PC3131 + PC3132 + PC3133 + PC3134 + PC3135 + PC3136 + PC3137 + 
##     PC3138 + PC3139 + PC3140 + PC3141 + PC3142 + PC3143 + PC3144 + 
##     PC3145 + PC3146 + PC3147 + PC3148 + PC3149 + PC3150 + PC3151 + 
##     PC3152 + PC3153 + PC3154 + PC3155 + PC3156 + PC3157 + PC3158 + 
##     PC3159 + PC3160 + PC3161 + PC3162 + PC3163 + PC3164 + PC3165 + 
##     PC3166 + PC3167 + PC3168 + PC3169 + PC3170 + PC3171 + PC3172 + 
##     PC3173 + PC3174 + PC3175 + PC3176 + PC3177 + PC3178 + PC3179 + 
##     PC3180 + PC3181 + PC3182 + PC3183 + PC3184 + PC3185 + PC3186 + 
##     PC3187 + PC3188 + PC3189 + PC3190 + PC3191 + PC3192 + PC3193 + 
##     PC3194 + PC3195 + PC3196 + PC3197 + PC3198 + PC3199 + PC3200 + 
##     PC3201 + PC3202 + PC3203 + PC3204 + PC3205 + PC3206 + PC3207 + 
##     PC3208 + PC3209 + PC3210 + PC3211 + PC3212 + PC3213 + PC3214 + 
##     PC3215 + PC3216 + PC3217 + PC3218 + PC3219 + PC3220 + PC3221 + 
##     PC3222 + PC3223 + PC3224 + PC3225 + PC3226 + PC3227 + PC3228 + 
##     PC3229 + PC3230 + PC3231 + PC3232 + PC3233 + PC3234 + PC3235 + 
##     PC3236 + PC3237 + PC3238 + PC3239 + PC3240 + PC3241 + PC3242 + 
##     PC3243 + PC3244 + PC3245 + PC3246 + PC3247 + PC3248 + PC3249 + 
##     PC3250 + PC3251 + PC3252 + PC3253 + PC3254 + PC3255 + PC3256 + 
##     PC3257 + PC3258 + PC3259 + PC3260 + PC3261 + PC3262 + PC3263 + 
##     PC3264 + PC3265 + PC3266 + PC3267 + PC3268 + PC3269 + PC3270 + 
##     PC3271 + PC3272 + PC3273 + PC3274 + PC3275 + PC3276 + PC3277 + 
##     PC3278 + PC3279 + PC3280 + PC3281 + PC3282 + PC3283 + PC3284 + 
##     PC3285 + PC3286 + PC3287 + PC3288 + PC3289 + PC3290 + PC3291 + 
##     PC3292 + PC3293 + PC3294 + PC3295 + PC3296 + PC3297 + PC3298 + 
##     PC3299 + PC3300 + PC3301 + PC3302 + PC3303 + PC3304 + PC3305 + 
##     PC3306 + PC3307 + PC3308 + PC3309 + PC3310 + PC3311 + PC3312 + 
##     PC3313 + PC3314 + PC3315 + PC3316 + PC3317 + PC3318 + PC3319 + 
##     PC3320 + PC3321 + PC3322 + PC3323 + PC3324 + PC3325 + PC3326 + 
##     PC3327 + PC3328 + PC3329 + PC3330 + PC3331 + PC3332 + PC3333 + 
##     PC3334 + PC3335 + PC3336 + PC3337 + PC3338 + PC3339 + PC3340 + 
##     PC3341 + PC3342 + PC3343 + PC3344 + PC3345 + PC3346 + PC3347 + 
##     PC3348 + PC3349 + PC3350 + PC3351 + PC3352 + PC3353 + PC3354 + 
##     PC3355 + PC3356 + PC3357 + PC3358 + PC3359 + PC3360 + PC3361 + 
##     PC3362 + PC3363 + PC3364 + PC3365 + PC3366 + PC3367 + PC3368 + 
##     PC3369 + PC3370 + PC3371 + PC3372 + PC3373 + PC3374 + PC3375 + 
##     PC3376 + PC3377 + PC3378 + PC3379 + PC3380 + PC3381 + PC3382 + 
##     PC3383 + PC3384 + PC3385 + PC3386 + PC3387 + PC3388 + PC3389 + 
##     PC3390 + PC3391 + PC3392 + PC3393 + PC3394 + PC3395 + PC3396 + 
##     PC3397 + PC3398 + PC3399 + PC3400 + PC3401 + PC3402 + PC3403 + 
##     PC3404 + PC3405 + PC3406 + PC3407 + PC3408 + PC3409 + PC3410 + 
##     PC3411 + PC3412 + PC3413 + PC3414 + PC3415 + PC3416 + PC3417 + 
##     PC3418 + PC3419 + PC3420 + PC3421 + PC3422 + PC3423 + PC3424 + 
##     PC3425 + PC3426 + PC3427 + PC3428 + PC3429 + PC3430 + PC3431 + 
##     PC3432 + PC3433 + PC3434 + PC3435 + PC3436 + PC3437 + PC3438 + 
##     PC3439 + PC3440 + PC3441 + PC3442 + PC3443 + PC3444 + PC3445 + 
##     PC3446 + PC3447 + PC3448 + PC3449 + PC3450 + PC3451 + PC3452 + 
##     PC3453 + PC3454 + PC3455 + PC3456 + PC3457 + PC3458 + PC3459 + 
##     PC3460 + PC3461 + PC3462 + PC3463 + PC3464 + PC3465 + PC3466 + 
##     PC3467 + PC3468 + PC3469 + PC3470 + PC3471 + PC3472 + PC3473 + 
##     PC3474 + PC3475 + PC3476 + PC3477 + PC3478 + PC3479 + PC3480 + 
##     PC3481 + PC3482 + PC3483 + PC3484 + PC3485 + PC3486 + PC3487 + 
##     PC3488 + PC3489 + PC3490 + PC3491 + PC3492 + PC3493 + PC3494 + 
##     PC3495 + PC3496 + PC3497 + PC3498 + PC3499 + PC3500 + PC3501 + 
##     PC3502 + PC3503 + PC3504 + PC3505 + PC3506 + PC3507 + PC3508 + 
##     PC3509 + PC3510 + PC3511 + PC3512 + PC3513 + PC3514 + PC3515 + 
##     PC3516 + PC3517 + PC3518 + PC3519 + PC3520 + PC3521 + PC3522 + 
##     PC3523 + PC3524 + PC3525 + PC3526 + PC3527 + PC3528 + PC3529 + 
##     PC3530 + PC3531 + PC3532 + PC3533 + PC3534 + PC3535 + PC3536 + 
##     PC3537 + PC3538 + PC3539 + PC3540 + PC3541 + PC3542 + PC3543 + 
##     PC3544 + PC3545 + PC3546 + PC3547 + PC3548 + PC3549 + PC3550 + 
##     PC3551 + PC3552 + PC3553 + PC3554 + PC3555 + PC3556 + PC3557 + 
##     PC3558 + PC3559 + PC3560 + PC3561 + PC3562 + PC3563 + PC3564 + 
##     PC3565 + PC3566 + PC3567 + PC3568 + PC3569 + PC3570 + PC3571 + 
##     PC3572 + PC3573 + PC3574 + PC3575 + PC3576 + PC3577 + PC3578 + 
##     PC3579 + PC3580 + PC3581 + PC3582 + PC3583 + PC3584 + PC3585 + 
##     PC3586 + PC3587 + PC3588 + PC3589 + PC3590 + PC3591 + PC3592 + 
##     PC3593 + PC3594 + PC3595 + PC3596 + PC3597 + PC3598 + PC3599 + 
##     PC3600 + PC3601 + PC3602 + PC3603 + PC3604 + PC3605 + PC3606 + 
##     PC3607 + PC3608 + PC3609 + PC3610 + PC3611 + PC3612 + PC3613 + 
##     PC3614 + PC3615 + PC3616 + PC3617 + PC3618 + PC3619 + PC3620 + 
##     PC3621 + PC3622 + PC3623 + PC3624 + PC3625 + PC3626 + PC3627 + 
##     PC3628 + PC3629 + PC3630 + PC3631 + PC3632 + PC3633 + PC3634 + 
##     PC3635 + PC3636 + PC3637 + PC3638 + PC3639 + PC3640 + PC3641 + 
##     PC3642 + PC3643 + PC3644 + PC3645 + PC3646 + PC3647 + PC3648 + 
##     PC3649 + PC3650 + PC3651 + PC3652 + PC3653 + PC3654 + PC3655 + 
##     PC3656 + PC3657 + PC3658 + PC3659 + PC3660 + PC3661 + PC3662 + 
##     PC3663 + PC3664 + PC3665 + PC3666 + PC3667 + PC3668 + PC3669 + 
##     PC3670 + PC3671 + PC3672 + PC3673 + PC3674 + PC3675 + PC3676 + 
##     PC3677 + PC3678 + PC3679 + PC3680 + PC3681 + PC3682 + PC3683 + 
##     PC3684 + PC3685 + PC3686 + PC3687 + PC3688 + PC3689 + PC3690 + 
##     PC3691 + PC3692 + PC3693 + PC3694 + PC3695 + PC3696 + PC3697 + 
##     PC3698 + PC3699 + PC3700 + PC3701 + PC3702 + PC3703 + PC3704 + 
##     PC3705 + PC3706 + PC3707 + PC3708 + PC3709 + PC3710 + PC3711 + 
##     PC3712 + PC3713 + PC3714 + PC3715 + PC3716 + PC3717 + PC3718 + 
##     PC3719 + PC3720 + PC3721 + PC3722 + PC3723 + PC3724 + PC3725 + 
##     PC3726 + PC3727 + PC3728 + PC3729 + PC3730 + PC3731 + PC3732 + 
##     PC3733 + PC3734 + PC3735 + PC3736 + PC3737 + PC3738 + PC3739 + 
##     PC3740 + PC3741 + PC3742 + PC3743 + PC3744 + PC3745 + PC3746 + 
##     PC3747 + PC3748 + PC3749 + PC3750 + PC3751 + PC3752 + PC3753 + 
##     PC3754 + PC3755 + PC3756 + PC3757 + PC3758 + PC3759 + PC3760 + 
##     PC3761 + PC3762 + PC3763 + PC3764 + PC3765 + PC3766 + PC3767 + 
##     PC3768 + PC3769 + PC3770 + PC3771 + PC3772 + PC3773 + PC3774 + 
##     PC3775 + PC3776 + PC3777 + PC3778 + PC3779 + PC3780 + PC3781 + 
##     PC3782 + PC3783 + PC3784 + PC3785 + PC3786 + PC3787 + PC3788 + 
##     PC3789 + PC3790 + PC3791 + PC3792 + PC3793 + PC3794 + PC3795 + 
##     PC3796 + PC3797 + PC3798 + PC3799 + PC3800 + PC3801 + PC3802 + 
##     PC3803 + PC3804 + PC3805 + PC3806 + PC3807 + PC3808 + PC3809 + 
##     PC3810 + PC3811 + PC3812 + PC3813 + PC3814 + PC3815 + PC3816 + 
##     PC3817 + PC3818 + PC3819 + PC3820 + PC3821 + PC3822 + PC3823 + 
##     PC3824 + PC3825 + PC3826 + PC3827 + PC3828 + PC3829 + PC3830 + 
##     PC3831 + PC3832 + PC3833 + PC3834

print(grand.mean.formula)

## y3.log ~ 1

# Update feature.names because we may have transformed some features
feature.names = n[!n %in% label.names]

Full Model

model.full = lm(formula , data.train)
summary(model.full)

## 
## Call:
## lm(formula = formula, data = data.train)
## 
## Residuals:
##       Min        1Q    Median        3Q       Max 
## -0.073188 -0.011478 -0.000365  0.010909  0.072999 
## 
## Coefficients:
##               Estimate Std. Error  t value Pr(>|t|)    
## (Intercept)  2.097e+00  4.953e-04 4233.824  < 2e-16 ***
## PC1         -7.385e-05  8.789e-05   -0.840 0.400865    
## PC2         -2.263e-04  8.703e-05   -2.600 0.009409 ** 
## PC3          1.799e-04  8.751e-05    2.056 0.039965 *  
## PC4         -2.662e-05  8.754e-05   -0.304 0.761094    
## PC5          1.464e-04  8.739e-05    1.675 0.094117 .  
## PC6          1.840e-04  8.969e-05    2.051 0.040401 *  
## PC7         -2.414e-05  8.862e-05   -0.272 0.785398    
## PC8         -1.874e-04  8.931e-05   -2.099 0.035975 *  
## PC9         -4.063e-04  8.714e-05   -4.662 3.36e-06 ***
## PC10         1.225e-04  8.895e-05    1.377 0.168582    
## PC11         3.818e-05  9.095e-05    0.420 0.674684    
## PC12         1.787e-04  8.929e-05    2.002 0.045489 *  
## PC13        -1.430e-04  9.031e-05   -1.583 0.113569    
## PC14         8.547e-05  8.848e-05    0.966 0.334172    
## PC15         5.406e-05  8.932e-05    0.605 0.545085    
## PC16        -5.259e-05  8.925e-05   -0.589 0.555811    
## PC17        -2.632e-05  9.005e-05   -0.292 0.770096    
## PC18         1.703e-04  8.992e-05    1.895 0.058318 .  
## PC19         1.439e-04  9.021e-05    1.596 0.110770    
## PC20         4.700e-05  8.953e-05    0.525 0.599659    
## PC21         1.050e-04  8.962e-05    1.172 0.241505    
## PC22        -1.491e-04  8.910e-05   -1.673 0.094434 .  
## PC23         2.042e-04  9.189e-05    2.222 0.026382 *  
## PC24        -3.929e-06  9.019e-05   -0.044 0.965255    
## PC25        -7.103e-06  9.251e-05   -0.077 0.938805    
## PC26         9.794e-05  9.302e-05    1.053 0.292530    
## PC27         3.528e-04  9.170e-05    3.848 0.000123 ***
## PC28        -2.982e-05  9.099e-05   -0.328 0.743178    
## PC29        -1.403e-04  9.027e-05   -1.555 0.120185    
## PC30        -2.400e-05  9.146e-05   -0.262 0.793073    
## PC31        -1.366e-04  9.250e-05   -1.477 0.139958    
## PC32        -1.125e-04  9.179e-05   -1.225 0.220587    
## PC33        -2.093e-04  9.268e-05   -2.258 0.024069 *  
## PC34        -2.069e-05  9.094e-05   -0.227 0.820078    
## PC35        -1.837e-05  9.152e-05   -0.201 0.840900    
## PC36        -9.376e-05  9.058e-05   -1.035 0.300778    
## PC37         4.118e-05  9.153e-05    0.450 0.652813    
## PC38        -3.669e-04  9.297e-05   -3.947 8.23e-05 ***
## PC39         1.744e-04  9.241e-05    1.888 0.059220 .  
## PC40        -2.355e-05  9.370e-05   -0.251 0.801586    
## PC41        -2.489e-05  9.373e-05   -0.266 0.790618    
## PC42        -3.449e-05  9.236e-05   -0.373 0.708838    
## PC43        -2.290e-04  9.405e-05   -2.435 0.014976 *  
## PC44        -8.632e-05  9.391e-05   -0.919 0.358140    
## PC45        -2.739e-04  9.343e-05   -2.932 0.003415 ** 
## PC46        -1.958e-04  9.239e-05   -2.119 0.034193 *  
## PC47        -2.123e-04  9.464e-05   -2.243 0.025030 *  
## PC48        -1.601e-05  9.661e-05   -0.166 0.868398    
## PC49         3.190e-04  9.243e-05    3.452 0.000570 ***
## PC50        -8.451e-05  9.616e-05   -0.879 0.379579    
## PC51         3.014e-05  9.270e-05    0.325 0.745151    
## PC52         1.309e-04  9.340e-05    1.402 0.161134    
## PC53        -1.664e-04  9.570e-05   -1.738 0.082339 .  
## PC54         2.317e-05  9.486e-05    0.244 0.807083    
## PC55         1.522e-04  9.506e-05    1.601 0.109501    
## PC56        -2.355e-04  9.421e-05   -2.500 0.012505 *  
## PC57         1.734e-04  9.313e-05    1.862 0.062731 .  
## PC58        -1.086e-04  9.432e-05   -1.151 0.249758    
## PC59        -6.960e-05  9.662e-05   -0.720 0.471430    
## PC60        -3.400e-04  9.241e-05   -3.679 0.000241 ***
## PC61        -1.037e-04  9.501e-05   -1.091 0.275274    
## PC62         7.670e-05  9.509e-05    0.807 0.420022    
## PC63         3.226e-05  9.602e-05    0.336 0.736943    
## PC64         2.538e-04  9.580e-05    2.650 0.008127 ** 
## PC65        -4.383e-04  9.665e-05   -4.534 6.17e-06 ***
## PC66        -3.812e-05  9.444e-05   -0.404 0.686531    
## PC67         2.272e-04  9.639e-05    2.358 0.018504 *  
## PC68        -5.230e-05  9.394e-05   -0.557 0.577795    
## PC69         8.290e-05  9.628e-05    0.861 0.389351    
## PC70         2.934e-04  9.790e-05    2.997 0.002764 ** 
## PC71        -2.242e-05  9.610e-05   -0.233 0.815580    
## PC72        -1.836e-04  9.599e-05   -1.913 0.055926 .  
## PC73         1.712e-05  9.621e-05    0.178 0.858828    
## PC74         3.926e-05  9.545e-05    0.411 0.680869    
## PC75         5.062e-05  9.668e-05    0.524 0.600623    
## PC76         5.047e-06  9.835e-05    0.051 0.959079    
## PC77         2.446e-05  9.731e-05    0.251 0.801547    
## PC78         8.789e-05  9.771e-05    0.900 0.368476    
## PC79         1.182e-04  9.802e-05    1.206 0.228013    
## PC80         1.323e-04  9.805e-05    1.349 0.177579    
## PC81        -1.771e-04  9.621e-05   -1.841 0.065775 .  
## PC82        -6.202e-05  9.800e-05   -0.633 0.526947    
## PC83         2.353e-05  9.690e-05    0.243 0.808171    
## PC84        -1.528e-04  9.788e-05   -1.561 0.118613    
## PC85         2.106e-04  9.654e-05    2.181 0.029313 *  
## PC86        -5.494e-04  9.666e-05   -5.683 1.55e-08 ***
## PC87         2.042e-04  9.713e-05    2.102 0.035667 *  
## PC88        -2.077e-05  9.825e-05   -0.211 0.832641    
## PC89        -2.979e-04  1.020e-04   -2.921 0.003531 ** 
## PC90        -1.145e-04  9.860e-05   -1.162 0.245551    
## PC91         2.684e-04  9.695e-05    2.769 0.005690 ** 
## PC92        -3.036e-04  9.864e-05   -3.078 0.002115 ** 
## PC93        -1.976e-04  1.002e-04   -1.972 0.048760 *  
## PC94         9.074e-05  1.016e-04    0.893 0.372036    
## PC95        -3.714e-05  9.858e-05   -0.377 0.706390    
## PC96         4.862e-05  9.922e-05    0.490 0.624184    
## PC97        -4.473e-05  9.847e-05   -0.454 0.649718    
## PC98         3.684e-04  9.751e-05    3.778 0.000163 ***
## PC99        -3.638e-04  1.007e-04   -3.612 0.000313 ***
## PC100       -5.881e-05  9.993e-05   -0.589 0.556241    
## PC101        2.317e-05  9.770e-05    0.237 0.812537    
## PC102       -4.941e-05  9.949e-05   -0.497 0.619532    
## PC103       -1.808e-04  9.782e-05   -1.848 0.064782 .  
## PC104       -2.507e-04  1.013e-04   -2.475 0.013399 *  
## PC105       -7.862e-05  9.829e-05   -0.800 0.423940    
## PC106       -2.683e-04  1.004e-04   -2.673 0.007582 ** 
## PC107        8.216e-05  1.008e-04    0.815 0.415185    
## PC108       -1.466e-04  1.019e-04   -1.438 0.150725    
## PC109        2.018e-04  1.004e-04    2.009 0.044644 *  
## PC110        1.181e-04  1.009e-04    1.171 0.241793    
## PC111        6.242e-05  9.784e-05    0.638 0.523585    
## PC112       -1.898e-04  1.011e-04   -1.879 0.060470 .  
## PC113       -3.121e-05  1.012e-04   -0.308 0.757774    
## PC114        2.789e-06  1.024e-04    0.027 0.978283    
## PC115       -9.040e-07  1.026e-04   -0.009 0.992968    
## PC116       -6.144e-05  1.025e-04   -0.600 0.548806    
## PC117       -2.850e-04  1.034e-04   -2.756 0.005906 ** 
## PC118        7.924e-05  1.021e-04    0.776 0.437728    
## PC119        6.369e-05  1.008e-04    0.632 0.527652    
## PC120        1.797e-04  1.028e-04    1.748 0.080611 .  
## PC121        8.138e-05  1.015e-04    0.802 0.422605    
## PC122        1.831e-04  1.025e-04    1.786 0.074294 .  
## PC123        1.905e-04  1.010e-04    1.887 0.059389 .  
## PC124       -1.321e-04  1.029e-04   -1.284 0.199434    
## PC125       -1.716e-04  1.030e-04   -1.666 0.095804 .  
## PC126       -3.092e-04  1.026e-04   -3.014 0.002619 ** 
## PC127        1.686e-04  1.034e-04    1.632 0.102955    
## PC128        6.293e-05  1.030e-04    0.611 0.541263    
## PC129        1.015e-04  1.047e-04    0.970 0.332301    
## PC130        2.095e-04  1.020e-04    2.054 0.040164 *  
## PC131       -1.288e-04  1.031e-04   -1.248 0.212018    
## PC132       -6.043e-05  1.024e-04   -0.590 0.555358    
## PC133        1.964e-04  1.039e-04    1.891 0.058786 .  
## PC134        4.025e-04  1.022e-04    3.937 8.58e-05 ***
## PC135       -4.929e-05  1.043e-04   -0.472 0.636647    
## PC136        2.766e-04  1.030e-04    2.686 0.007309 ** 
## PC137        1.595e-04  1.032e-04    1.546 0.122377    
## PC138        1.258e-04  1.034e-04    1.216 0.223986    
## PC139        3.664e-05  1.033e-04    0.355 0.722876    
## PC140       -2.063e-04  1.014e-04   -2.035 0.041967 *  
## PC141        7.064e-05  1.055e-04    0.670 0.503049    
## PC142        2.842e-05  1.022e-04    0.278 0.781086    
## PC143       -1.553e-04  1.072e-04   -1.449 0.147597    
## PC144        5.932e-05  1.051e-04    0.565 0.572388    
## PC145       -7.940e-06  1.043e-04   -0.076 0.939307    
## PC146        2.884e-04  1.059e-04    2.723 0.006529 ** 
## PC147        2.082e-04  1.060e-04    1.964 0.049676 *  
## PC148       -3.291e-04  1.047e-04   -3.143 0.001701 ** 
## PC149        3.033e-04  1.057e-04    2.870 0.004149 ** 
## PC150        5.841e-05  1.037e-04    0.563 0.573356    
## PC151        2.990e-04  1.045e-04    2.862 0.004262 ** 
## PC152       -8.450e-05  1.059e-04   -0.798 0.424825    
## PC153        3.608e-05  1.107e-04    0.326 0.744562    
## PC154       -1.573e-04  1.057e-04   -1.489 0.136788    
## PC155        5.491e-06  1.074e-04    0.051 0.959248    
## PC156       -8.969e-05  1.070e-04   -0.838 0.401971    
## PC157        4.658e-04  1.048e-04    4.444 9.40e-06 ***
## PC158       -3.998e-04  1.084e-04   -3.687 0.000233 ***
## PC159       -1.552e-05  1.087e-04   -0.143 0.886484    
## PC160        1.358e-04  1.039e-04    1.306 0.191606    
## PC161       -1.511e-04  1.067e-04   -1.416 0.156962    
## PC162       -5.091e-05  1.062e-04   -0.480 0.631573    
## PC163       -2.414e-05  1.063e-04   -0.227 0.820480    
## PC164       -3.579e-04  1.059e-04   -3.378 0.000746 ***
## PC165       -1.913e-04  1.099e-04   -1.741 0.081876 .  
## PC166        2.450e-04  1.078e-04    2.272 0.023217 *  
## PC167        5.519e-05  1.080e-04    0.511 0.609383    
## PC168        2.800e-04  1.058e-04    2.645 0.008230 ** 
## PC169       -4.309e-05  1.098e-04   -0.392 0.694752    
## PC170        8.091e-05  1.088e-04    0.743 0.457291    
## PC171       -2.485e-04  1.077e-04   -2.307 0.021156 *  
## PC172       -4.538e-05  1.085e-04   -0.418 0.675682    
## PC173       -3.144e-05  1.074e-04   -0.293 0.769703    
## PC174        3.562e-04  1.062e-04    3.355 0.000811 ***
## PC175       -1.090e-04  1.097e-04   -0.993 0.320606    
## PC176        8.015e-05  1.084e-04    0.740 0.459681    
## PC177       -2.222e-04  1.105e-04   -2.010 0.044545 *  
## PC178        1.000e-04  1.096e-04    0.913 0.361492    
## PC179       -9.271e-06  1.098e-04   -0.084 0.932750    
## PC180        4.085e-05  1.066e-04    0.383 0.701465    
## PC181        5.667e-04  1.094e-04    5.179 2.48e-07 ***
## PC182        1.474e-04  1.081e-04    1.364 0.172779    
## PC183        1.921e-04  1.081e-04    1.777 0.075733 .  
## PC184       -6.481e-05  1.080e-04   -0.600 0.548519    
## PC185        2.025e-04  1.100e-04    1.840 0.065943 .  
## PC186        5.393e-04  1.097e-04    4.916 9.66e-07 ***
## PC187        2.415e-04  1.080e-04    2.237 0.025441 *  
## PC188        1.293e-04  1.102e-04    1.174 0.240673    
## PC189       -2.111e-04  1.101e-04   -1.916 0.055468 .  
## PC190       -3.417e-04  1.105e-04   -3.093 0.002015 ** 
## PC191        7.918e-05  1.123e-04    0.705 0.480911    
## PC192        3.457e-04  1.115e-04    3.100 0.001969 ** 
## PC193       -1.575e-04  1.130e-04   -1.393 0.163736    
## PC194        7.862e-05  1.111e-04    0.708 0.479200    
## PC195        2.776e-04  1.092e-04    2.543 0.011063 *  
## PC196       -3.488e-04  1.126e-04   -3.097 0.001985 ** 
## PC197        4.538e-04  1.131e-04    4.012 6.27e-05 ***
## PC198        2.596e-05  1.113e-04    0.233 0.815532    
## PC199        2.373e-04  1.118e-04    2.123 0.033918 *  
## PC200        2.976e-04  1.114e-04    2.672 0.007605 ** 
## PC201       -1.454e-04  1.124e-04   -1.294 0.195861    
## PC202        1.359e-04  1.127e-04    1.206 0.228156    
## PC203        4.320e-05  1.124e-04    0.384 0.700791    
## PC204        2.918e-04  1.116e-04    2.614 0.009034 ** 
## PC205        1.770e-04  1.149e-04    1.541 0.123463    
## PC206        4.287e-05  1.132e-04    0.379 0.704851    
## PC207        1.271e-04  1.152e-04    1.104 0.269943    
## PC208       -7.338e-05  1.130e-04   -0.650 0.516049    
## PC209        2.080e-04  1.124e-04    1.850 0.064460 .  
## PC210        3.979e-04  1.160e-04    3.429 0.000620 ***
## PC211       -1.962e-04  1.146e-04   -1.712 0.087091 .  
## PC212       -8.263e-05  1.144e-04   -0.722 0.470259    
## PC213        1.440e-04  1.168e-04    1.233 0.217709    
## PC214       -2.337e-04  1.170e-04   -1.997 0.045934 *  
## PC215       -4.433e-04  1.166e-04   -3.803 0.000148 ***
## PC216       -1.583e-04  1.178e-04   -1.343 0.179429    
## PC217        6.102e-05  1.157e-04    0.527 0.598044    
## PC218        3.096e-04  1.162e-04    2.664 0.007786 ** 
## PC219        1.711e-04  1.190e-04    1.438 0.150734    
## PC220        1.167e-04  1.199e-04    0.973 0.330607    
## PC221        3.770e-04  1.226e-04    3.074 0.002144 ** 
## PC222        1.561e-04  1.211e-04    1.289 0.197608    
## PC223        1.045e-04  1.212e-04    0.862 0.388546    
## PC224       -3.910e-04  1.232e-04   -3.174 0.001531 ** 
## PC225        4.110e-04  1.252e-04    3.282 0.001050 ** 
## PC226       -7.269e-05  1.270e-04   -0.572 0.567185    
## PC227        1.331e-04  1.315e-04    1.012 0.311614    
## PC228       -1.064e-03  1.292e-04   -8.238 3.40e-16 ***
## PC229        2.591e-04  1.303e-04    1.988 0.046923 *  
## PC230       -5.335e-04  1.331e-04   -4.007 6.40e-05 ***
## PC231       -1.243e-03  1.334e-04   -9.320  < 2e-16 ***
## PC232        7.447e-04  1.320e-04    5.643 1.95e-08 ***
## PC233        6.129e-04  1.400e-04    4.377 1.27e-05 ***
## PC234       -1.114e-04  1.393e-04   -0.799 0.424119    
## PC235       -1.455e-04  1.425e-04   -1.021 0.307287    
## PC236        1.088e-04  1.460e-04    0.746 0.456021    
## PC237        8.939e-04  1.492e-04    5.991 2.53e-09 ***
## PC238        7.839e-04  1.476e-04    5.311 1.23e-07 ***
## PC239       -2.903e-03  1.560e-04  -18.602  < 2e-16 ***
## PC240        4.692e-04  1.804e-04    2.601 0.009367 ** 
## PC241        6.910e-05  1.784e-04    0.387 0.698605    
## PC242        2.274e-04  1.799e-04    1.264 0.206572    
## PC243       -3.829e-05  1.734e-04   -0.221 0.825255    
## PC244       -2.292e-04  1.740e-04   -1.317 0.187886    
## PC245       -4.127e-04  1.796e-04   -2.299 0.021640 *  
## PC246       -1.326e-05  1.776e-04   -0.075 0.940508    
## PC247        2.171e-04  1.763e-04    1.231 0.218448    
## PC248       -1.494e-04  1.739e-04   -0.859 0.390285    
## PC249        7.124e-05  1.806e-04    0.395 0.693226    
## PC250        7.852e-05  1.749e-04    0.449 0.653542    
## PC251       -1.127e-04  1.797e-04   -0.628 0.530371    
## PC252       -2.195e-04  1.786e-04   -1.229 0.219271    
## PC253       -3.381e-04  1.786e-04   -1.893 0.058574 .  
## PC254        2.031e-04  1.802e-04    1.127 0.259831    
## PC255       -3.193e-04  1.809e-04   -1.765 0.077737 .  
## PC256        5.470e-05  1.805e-04    0.303 0.761886    
## PC257        2.195e-04  1.756e-04    1.251 0.211275    
## PC258        2.020e-04  1.794e-04    1.126 0.260352    
## PC259        1.393e-04  1.786e-04    0.780 0.435521    
## PC260        1.231e-05  1.786e-04    0.069 0.945040    
## PC261        1.578e-05  1.812e-04    0.087 0.930583    
## PC262        1.018e-04  1.789e-04    0.569 0.569407    
## PC263       -9.676e-05  1.812e-04   -0.534 0.593347    
## PC264       -8.992e-05  1.770e-04   -0.508 0.611458    
## PC265       -2.040e-05  1.781e-04   -0.115 0.908841    
## PC266        2.174e-04  1.843e-04    1.179 0.238370    
## PC267        1.681e-04  1.762e-04    0.954 0.340024    
## PC268       -1.861e-04  1.775e-04   -1.048 0.294579    
## PC269       -4.172e-05  1.783e-04   -0.234 0.815020    
## PC270       -5.719e-05  1.810e-04   -0.316 0.752137    
## PC271        1.325e-04  1.747e-04    0.758 0.448347    
## PC272        5.659e-05  1.795e-04    0.315 0.752541    
## PC273        1.881e-04  1.769e-04    1.063 0.287740    
## PC274       -2.264e-04  1.822e-04   -1.243 0.214160    
## PC275       -1.168e-04  1.777e-04   -0.657 0.511092    
## PC276        1.909e-04  1.787e-04    1.068 0.285590    
## PC277        3.084e-04  1.786e-04    1.727 0.084307 .  
## PC278       -1.082e-04  1.835e-04   -0.590 0.555520    
## PC279       -1.240e-04  1.840e-04   -0.674 0.500522    
## PC280        5.772e-05  1.807e-04    0.319 0.749480    
## PC281       -2.699e-04  1.775e-04   -1.520 0.128613    
## PC282        1.290e-04  1.831e-04    0.705 0.481010    
## PC283        1.563e-04  1.812e-04    0.863 0.388390    
## PC284        1.326e-04  1.776e-04    0.746 0.455608    
## PC285       -4.996e-04  1.823e-04   -2.740 0.006211 ** 
## PC286       -2.051e-06  1.823e-04   -0.011 0.991023    
## PC287       -2.198e-04  1.818e-04   -1.209 0.226654    
## PC288       -6.363e-05  1.810e-04   -0.352 0.725186    
## PC289        2.725e-04  1.803e-04    1.512 0.130840    
## PC290        2.606e-04  1.867e-04    1.396 0.162811    
## PC291       -2.409e-05  1.784e-04   -0.135 0.892599    
## PC292        1.449e-04  1.779e-04    0.814 0.415712    
## PC293       -3.870e-04  1.801e-04   -2.149 0.031761 *  
## PC294       -6.649e-05  1.837e-04   -0.362 0.717416    
## PC295       -1.041e-04  1.843e-04   -0.565 0.572113    
## PC296        2.538e-04  1.779e-04    1.427 0.153871    
## PC297       -1.005e-04  1.777e-04   -0.565 0.571821    
## PC298       -1.879e-04  1.797e-04   -1.045 0.296032    
## PC299       -7.088e-05  1.821e-04   -0.389 0.697130    
## PC300        7.324e-06  1.790e-04    0.041 0.967359    
## PC301       -2.580e-04  1.827e-04   -1.412 0.158201    
## PC302       -1.954e-05  1.847e-04   -0.106 0.915762    
## PC303        2.407e-04  1.780e-04    1.352 0.176606    
## PC304        5.707e-05  1.757e-04    0.325 0.745391    
## PC305       -1.219e-04  1.825e-04   -0.668 0.504403    
## PC306        1.639e-05  1.797e-04    0.091 0.927352    
## PC307        1.456e-04  1.789e-04    0.814 0.415708    
## PC308       -1.410e-04  1.801e-04   -0.783 0.433716    
## PC309       -6.373e-05  1.829e-04   -0.348 0.727606    
## PC310        1.108e-04  1.804e-04    0.614 0.539107    
## PC311        3.410e-04  1.872e-04    1.821 0.068705 .  
## PC312        1.588e-04  1.787e-04    0.888 0.374556    
## PC313       -4.922e-05  1.802e-04   -0.273 0.784778    
## PC314        2.020e-05  1.840e-04    0.110 0.912589    
## PC315       -5.524e-05  1.809e-04   -0.305 0.760107    
## PC316       -1.663e-04  1.777e-04   -0.936 0.349344    
## PC317       -5.852e-06  1.795e-04   -0.033 0.973992    
## PC318        9.515e-05  1.868e-04    0.509 0.610543    
## PC319       -1.919e-04  1.850e-04   -1.038 0.299548    
## PC320       -3.679e-04  1.795e-04   -2.050 0.040551 *  
## PC321        3.260e-04  1.803e-04    1.808 0.070777 .  
## PC322       -5.630e-05  1.787e-04   -0.315 0.752746    
## PC323        1.132e-06  1.837e-04    0.006 0.995082    
## PC324        7.845e-05  1.785e-04    0.439 0.660356    
## PC325       -2.303e-04  1.830e-04   -1.259 0.208248    
## PC326       -2.831e-04  1.803e-04   -1.571 0.116475    
## PC327        9.196e-05  1.841e-04    0.500 0.617482    
## PC328        4.472e-05  1.859e-04    0.241 0.809914    
## PC329        1.212e-04  1.831e-04    0.662 0.507951    
## PC330       -1.420e-04  1.843e-04   -0.770 0.441142    
## PC331       -1.375e-04  1.816e-04   -0.757 0.449079    
## PC332        1.033e-04  1.813e-04    0.570 0.568757    
## PC333        7.875e-05  1.831e-04    0.430 0.667188    
## PC334       -1.167e-04  1.822e-04   -0.641 0.521898    
## PC335       -1.332e-04  1.831e-04   -0.728 0.466982    
## PC336       -2.208e-04  1.800e-04   -1.227 0.219965    
## PC337        8.092e-05  1.820e-04    0.445 0.656619    
## PC338        1.782e-04  1.864e-04    0.956 0.339140    
## PC339        2.951e-04  1.849e-04    1.596 0.110724    
## PC340        2.952e-05  1.781e-04    0.166 0.868330    
## PC341        3.413e-05  1.805e-04    0.189 0.850025    
## PC342        1.295e-04  1.815e-04    0.713 0.475648    
## PC343        9.667e-05  1.782e-04    0.542 0.587583    
## PC344       -1.562e-05  1.880e-04   -0.083 0.933776    
## PC345        9.048e-05  1.866e-04    0.485 0.627790    
## PC346        5.060e-05  1.825e-04    0.277 0.781595    
## PC347       -4.991e-05  1.783e-04   -0.280 0.779609    
## PC348       -9.484e-05  1.828e-04   -0.519 0.603969    
## PC349       -1.752e-05  1.868e-04   -0.094 0.925301    
## PC350       -1.133e-04  1.823e-04   -0.621 0.534501    
## PC351       -7.373e-05  1.843e-04   -0.400 0.689127    
## PC352       -1.547e-04  1.835e-04   -0.843 0.399383    
## PC353       -1.721e-05  1.853e-04   -0.093 0.925998    
## PC354        1.893e-04  1.799e-04    1.052 0.293022    
## PC355       -1.166e-04  1.819e-04   -0.641 0.521562    
## PC356        2.927e-04  1.858e-04    1.576 0.115204    
## PC357        2.658e-04  1.831e-04    1.452 0.146727    
## PC358       -7.376e-05  1.823e-04   -0.405 0.685870    
## PC359        4.992e-05  1.815e-04    0.275 0.783277    
## PC360       -1.154e-04  1.844e-04   -0.625 0.531733    
## PC361       -1.782e-04  1.850e-04   -0.963 0.335648    
## PC362       -5.899e-05  1.816e-04   -0.325 0.745372    
## PC363        3.086e-04  1.841e-04    1.676 0.093855 .  
## PC364        1.619e-04  1.839e-04    0.880 0.378778    
## PC365        2.615e-04  1.789e-04    1.462 0.144023    
## PC366        1.616e-04  1.863e-04    0.867 0.385854    
## PC367        4.435e-05  1.829e-04    0.242 0.808431    
## PC368        3.166e-04  1.806e-04    1.753 0.079752 .  
## PC369        1.356e-04  1.845e-04    0.735 0.462458    
## PC370        2.205e-06  1.847e-04    0.012 0.990475    
## PC371       -1.949e-04  1.809e-04   -1.078 0.281324    
## PC372        9.160e-05  1.828e-04    0.501 0.616334    
## PC373       -1.767e-04  1.849e-04   -0.956 0.339197    
## PC374       -2.487e-04  1.870e-04   -1.330 0.183617    
## PC375        4.751e-06  1.822e-04    0.026 0.979201    
## PC376        1.827e-04  1.790e-04    1.021 0.307621    
## PC377       -1.541e-04  1.826e-04   -0.844 0.399035    
## PC378       -8.275e-05  1.816e-04   -0.456 0.648704    
## PC379        1.953e-04  1.865e-04    1.047 0.295147    
## PC380        7.343e-05  1.848e-04    0.397 0.691227    
## PC381       -1.885e-04  1.851e-04   -1.018 0.308635    
## PC382        1.571e-04  1.851e-04    0.849 0.396087    
## PC383        1.022e-04  1.844e-04    0.554 0.579488    
## PC384        8.555e-05  1.836e-04    0.466 0.641281    
## PC385       -1.435e-04  1.824e-04   -0.787 0.431530    
## PC386       -8.092e-05  1.847e-04   -0.438 0.661268    
## PC387       -1.399e-04  1.835e-04   -0.763 0.445863    
## PC388       -2.807e-04  1.884e-04   -1.490 0.136487    
## PC389        2.624e-05  1.842e-04    0.142 0.886752    
## PC390        5.732e-05  1.881e-04    0.305 0.760577    
## PC391       -2.069e-05  1.852e-04   -0.112 0.911065    
## PC392        2.080e-04  1.811e-04    1.148 0.251042    
## PC393       -2.928e-04  1.861e-04   -1.573 0.115831    
## PC394       -1.787e-04  1.834e-04   -0.975 0.329904    
## PC395        1.542e-04  1.885e-04    0.818 0.413660    
## PC396        4.315e-05  1.839e-04    0.235 0.814539    
## PC397       -9.362e-05  1.840e-04   -0.509 0.610861    
## PC398        1.032e-05  1.862e-04    0.055 0.955810    
## PC399       -2.044e-04  1.864e-04   -1.097 0.272767    
## PC400       -4.275e-05  1.824e-04   -0.234 0.814697    
## PC401        2.234e-04  1.852e-04    1.207 0.227686    
## PC402        1.254e-05  1.825e-04    0.069 0.945239    
## PC403       -5.845e-05  1.835e-04   -0.318 0.750180    
## PC404        1.933e-04  1.859e-04    1.040 0.298397    
## PC405       -1.286e-04  1.849e-04   -0.695 0.486918    
## PC406       -3.147e-05  1.855e-04   -0.170 0.865337    
## PC407        8.399e-05  1.856e-04    0.453 0.650908    
## PC408        1.877e-04  1.843e-04    1.018 0.308665    
## PC409       -3.812e-04  1.844e-04   -2.067 0.038907 *  
## PC410        1.140e-04  1.880e-04    0.606 0.544316    
## PC411       -4.712e-05  1.855e-04   -0.254 0.799496    
## PC412       -2.892e-04  1.856e-04   -1.559 0.119261    
## PC413        2.000e-04  1.870e-04    1.069 0.285056    
## PC414       -2.763e-04  1.822e-04   -1.516 0.129624    
## PC415       -3.902e-04  1.833e-04   -2.128 0.033458 *  
## PC416       -2.451e-04  1.850e-04   -1.325 0.185300    
## PC417       -1.026e-04  1.859e-04   -0.552 0.581070    
## PC418        9.622e-05  1.836e-04    0.524 0.600362    
## PC419        6.332e-06  1.882e-04    0.034 0.973165    
## PC420       -6.048e-05  1.857e-04   -0.326 0.744764    
## PC421       -9.440e-05  1.876e-04   -0.503 0.614832    
## PC422       -2.486e-04  1.872e-04   -1.328 0.184472    
## PC423        1.592e-04  1.897e-04    0.839 0.401480    
## PC424       -1.848e-04  1.844e-04   -1.002 0.316462    
## PC425        2.655e-04  1.841e-04    1.442 0.149531    
## PC426        1.109e-04  1.888e-04    0.588 0.556870    
## PC427        1.266e-04  1.822e-04    0.695 0.487296    
## PC428        1.257e-05  1.869e-04    0.067 0.946381    
## PC429       -7.115e-05  1.847e-04   -0.385 0.700190    
## PC430       -1.250e-04  1.817e-04   -0.688 0.491585    
## PC431       -3.655e-05  1.847e-04   -0.198 0.843156    
## PC432        2.653e-04  1.878e-04    1.412 0.158040    
## PC433       -1.106e-04  1.862e-04   -0.594 0.552501    
## PC434       -2.657e-04  1.844e-04   -1.441 0.149809    
## PC435       -2.854e-04  1.868e-04   -1.528 0.126670    
## PC436       -2.720e-04  1.824e-04   -1.491 0.136058    
## PC437       -1.948e-05  1.899e-04   -0.103 0.918310    
## PC438       -2.310e-04  1.834e-04   -1.260 0.207968    
## PC439        1.997e-04  1.881e-04    1.062 0.288561    
## PC440       -1.044e-04  1.888e-04   -0.553 0.580273    
## PC441       -4.511e-04  1.855e-04   -2.432 0.015114 *  
## PC442       -2.607e-04  1.888e-04   -1.381 0.167349    
## PC443        1.352e-04  1.863e-04    0.726 0.467961    
## PC444        1.689e-04  1.821e-04    0.928 0.353650    
## PC445       -1.083e-04  1.886e-04   -0.575 0.565656    
## PC446        7.917e-05  1.832e-04    0.432 0.665622    
## PC447       -7.834e-05  1.870e-04   -0.419 0.675305    
## PC448        2.648e-04  1.883e-04    1.406 0.159758    
## PC449        1.265e-04  1.863e-04    0.679 0.497097    
## PC450        4.071e-04  1.878e-04    2.167 0.030348 *  
## PC451        9.785e-05  1.872e-04    0.523 0.601269    
## PC452       -1.239e-04  1.904e-04   -0.651 0.515211    
## PC453        8.774e-05  1.856e-04    0.473 0.636480    
## PC454       -1.551e-04  1.890e-04   -0.821 0.412006    
## PC455       -2.586e-05  1.875e-04   -0.138 0.890283    
## PC456       -1.130e-04  1.871e-04   -0.604 0.545920    
## PC457        1.363e-06  1.893e-04    0.007 0.994257    
## PC458        5.833e-05  1.890e-04    0.309 0.757715    
## PC459       -1.319e-05  1.863e-04   -0.071 0.943572    
## PC460        5.671e-05  1.884e-04    0.301 0.763471    
## PC461       -1.670e-04  1.868e-04   -0.894 0.371342    
## PC462       -1.972e-06  1.849e-04   -0.011 0.991492    
## PC463       -1.567e-04  1.896e-04   -0.826 0.408689    
## PC464        8.092e-05  1.890e-04    0.428 0.668544    
## PC465       -9.585e-05  1.896e-04   -0.506 0.613206    
## PC466       -9.864e-05  1.828e-04   -0.540 0.589460    
## PC467        3.319e-04  1.894e-04    1.753 0.079809 .  
## PC468       -1.045e-04  1.905e-04   -0.549 0.583323    
## PC469       -2.119e-04  1.899e-04   -1.116 0.264573    
## PC470        1.263e-05  1.836e-04    0.069 0.945154    
## PC471       -1.602e-04  1.861e-04   -0.861 0.389578    
## PC472       -6.362e-04  1.869e-04   -3.403 0.000681 ***
## PC473        4.551e-05  1.850e-04    0.246 0.805710    
## PC474       -4.518e-05  1.836e-04   -0.246 0.805708    
## PC475       -2.388e-04  1.868e-04   -1.278 0.201271    
## PC476       -2.115e-04  1.892e-04   -1.118 0.263662    
## PC477       -7.500e-05  1.872e-04   -0.401 0.688737    
## PC478       -1.450e-04  1.857e-04   -0.781 0.435115    
## PC479       -6.151e-06  1.869e-04   -0.033 0.973746    
## PC480       -1.508e-04  1.878e-04   -0.803 0.422049    
## PC481       -3.769e-04  1.884e-04   -2.001 0.045531 *  
## PC482       -1.077e-04  1.877e-04   -0.574 0.566221    
## PC483        3.955e-05  1.867e-04    0.212 0.832300    
## PC484        9.467e-05  1.862e-04    0.508 0.611261    
## PC485       -8.934e-05  1.897e-04   -0.471 0.637801    
## PC486        2.065e-04  1.852e-04    1.115 0.265093    
## PC487       -1.943e-04  1.786e-04   -1.088 0.276823    
## PC488       -7.260e-05  1.921e-04   -0.378 0.705531    
## PC489        1.136e-04  1.884e-04    0.603 0.546724    
## PC490       -3.517e-05  1.884e-04   -0.187 0.851978    
## PC491        9.207e-05  1.850e-04    0.498 0.618778    
## PC492        3.010e-05  1.925e-04    0.156 0.875789    
## PC493       -4.176e-05  1.891e-04   -0.221 0.825285    
## PC494       -1.217e-04  1.909e-04   -0.638 0.523872    
## PC495        2.936e-04  1.927e-04    1.524 0.127743    
## PC496        6.663e-05  1.897e-04    0.351 0.725489    
## PC497        5.849e-05  1.908e-04    0.307 0.759176    
## PC498       -1.678e-04  1.854e-04   -0.905 0.365649    
## PC499        1.754e-04  1.862e-04    0.942 0.346410    
## PC500        3.093e-04  1.870e-04    1.654 0.098230 .  
## PC501        7.878e-06  1.883e-04    0.042 0.966642    
## PC502       -3.121e-04  1.883e-04   -1.658 0.097530 .  
## PC503       -8.631e-05  1.880e-04   -0.459 0.646211    
## PC504        1.518e-04  1.926e-04    0.788 0.430708    
## PC505        1.484e-04  1.891e-04    0.785 0.432846    
## PC506        8.480e-05  1.900e-04    0.446 0.655398    
## PC507        1.950e-04  1.888e-04    1.033 0.301742    
## PC508       -7.782e-05  1.915e-04   -0.406 0.684574    
## PC509       -1.262e-04  1.855e-04   -0.680 0.496313    
## PC510       -2.842e-04  1.883e-04   -1.509 0.131365    
## PC511       -7.784e-05  1.836e-04   -0.424 0.671690    
## PC512       -1.056e-04  1.876e-04   -0.563 0.573519    
## PC513        1.260e-05  1.927e-04    0.065 0.947893    
## PC514       -2.315e-04  1.887e-04   -1.227 0.220128    
## PC515        2.890e-04  1.867e-04    1.549 0.121679    
## PC516        3.195e-05  1.883e-04    0.170 0.865281    
## PC517        1.096e-04  1.915e-04    0.573 0.567014    
## PC518        9.786e-05  1.899e-04    0.515 0.606422    
## PC519       -3.756e-04  1.912e-04   -1.964 0.049643 *  
## PC520        3.915e-04  1.888e-04    2.074 0.038265 *  
## PC521       -2.474e-04  1.872e-04   -1.321 0.186587    
## PC522        1.366e-04  1.862e-04    0.733 0.463473    
## PC523       -7.651e-05  1.906e-04   -0.401 0.688111    
## PC524       -1.042e-04  1.880e-04   -0.554 0.579605    
## PC525        8.217e-05  1.933e-04    0.425 0.670864    
## PC526        1.852e-04  1.863e-04    0.994 0.320251    
## PC527        7.092e-05  1.910e-04    0.371 0.710384    
## PC528       -3.108e-04  1.917e-04   -1.621 0.105126    
## PC529        5.139e-05  1.880e-04    0.273 0.784598    
## PC530       -2.762e-05  1.886e-04   -0.146 0.883615    
## PC531        2.420e-04  1.892e-04    1.279 0.201125    
## PC532       -1.674e-04  1.939e-04   -0.863 0.388146    
## PC533        1.318e-04  1.865e-04    0.707 0.479787    
## PC534       -9.233e-05  1.895e-04   -0.487 0.626105    
## PC535       -7.486e-05  1.900e-04   -0.394 0.693596    
## PC536        8.677e-05  1.918e-04    0.452 0.651018    
## PC537       -3.216e-04  1.890e-04   -1.701 0.089049 .  
## PC538       -8.548e-05  1.903e-04   -0.449 0.653386    
## PC539       -2.695e-04  1.907e-04   -1.413 0.157755    
## PC540        2.652e-04  1.958e-04    1.354 0.175864    
## PC541        2.319e-05  1.895e-04    0.122 0.902625    
## PC542       -1.346e-04  1.920e-04   -0.701 0.483236    
## PC543       -3.221e-04  1.910e-04   -1.686 0.091932 .  
## PC544       -1.584e-05  1.896e-04   -0.084 0.933429    
## PC545        7.283e-05  1.902e-04    0.383 0.701791    
## PC546        9.827e-05  1.884e-04    0.522 0.602050    
## PC547        3.022e-04  1.923e-04    1.572 0.116220    
## PC548        1.672e-04  1.904e-04    0.878 0.380055    
## PC549        6.044e-05  1.922e-04    0.315 0.753150    
## PC550        1.545e-04  1.903e-04    0.812 0.417135    
## PC551        2.756e-04  1.871e-04    1.473 0.140967    
## PC552        3.900e-04  1.911e-04    2.041 0.041438 *  
## PC553       -3.007e-04  1.880e-04   -1.600 0.109768    
## PC554       -3.343e-04  1.898e-04   -1.761 0.078354 .  
## PC555        6.944e-05  1.866e-04    0.372 0.709768    
## PC556       -1.127e-05  1.911e-04   -0.059 0.952977    
## PC557        3.084e-04  1.927e-04    1.600 0.109733    
## PC558        2.869e-04  1.897e-04    1.512 0.130723    
## PC559        9.947e-05  1.914e-04    0.520 0.603397    
## PC560       -1.730e-05  1.873e-04   -0.092 0.926436    
## PC561       -1.526e-04  1.913e-04   -0.798 0.424951    
## PC562       -1.801e-04  1.932e-04   -0.932 0.351413    
## PC563       -6.143e-05  1.890e-04   -0.325 0.745179    
## PC564       -3.840e-05  1.868e-04   -0.206 0.837148    
## PC565       -1.233e-04  1.900e-04   -0.649 0.516444    
## PC566        3.129e-04  1.962e-04    1.595 0.110926    
## PC567        1.777e-04  1.892e-04    0.939 0.347832    
## PC568        9.666e-06  1.914e-04    0.050 0.959736    
## PC569        1.950e-04  1.879e-04    1.038 0.299573    
## PC570        6.458e-05  1.897e-04    0.340 0.733596    
## PC571        3.206e-05  1.925e-04    0.167 0.867754    
## PC572       -2.529e-04  1.894e-04   -1.335 0.182058    
## PC573       -3.591e-05  1.902e-04   -0.189 0.850235    
## PC574       -1.926e-04  1.921e-04   -1.002 0.316253    
## PC575        1.012e-05  1.918e-04    0.053 0.957930    
## PC576        2.762e-04  1.906e-04    1.449 0.147560    
## PC577       -1.618e-04  1.932e-04   -0.837 0.402483    
## PC578        2.978e-04  1.891e-04    1.575 0.115401    
## PC579       -1.383e-04  1.901e-04   -0.728 0.466912    
## PC580       -3.503e-04  1.896e-04   -1.847 0.064868 .  
## PC581       -1.221e-04  1.957e-04   -0.624 0.532849    
## PC582        9.501e-05  1.875e-04    0.507 0.612350    
## PC583        1.490e-04  1.905e-04    0.782 0.434244    
## PC584       -7.664e-05  1.928e-04   -0.397 0.691068    
## PC585        1.632e-05  1.881e-04    0.087 0.930867    
## PC586        8.601e-05  1.912e-04    0.450 0.652861    
## PC587       -1.934e-05  1.940e-04   -0.100 0.920612    
## PC588        2.145e-04  1.931e-04    1.111 0.266667    
## PC589        3.556e-05  1.890e-04    0.188 0.850772    
## PC590       -1.428e-04  1.923e-04   -0.742 0.458063    
## PC591        1.794e-04  1.931e-04    0.929 0.353091    
## PC592        3.610e-05  1.890e-04    0.191 0.848591    
## PC593        9.807e-05  1.972e-04    0.497 0.619092    
## PC594        1.364e-04  1.896e-04    0.719 0.471930    
## PC595        3.022e-04  1.955e-04    1.546 0.122405    
## PC596        2.513e-05  1.895e-04    0.133 0.894498    
## PC597        1.460e-04  1.907e-04    0.765 0.444101    
## PC598        1.257e-04  1.889e-04    0.665 0.505996    
## PC599       -2.859e-04  1.893e-04   -1.510 0.131138    
## PC600       -9.689e-05  1.875e-04   -0.517 0.605468    
## PC601       -9.038e-05  1.942e-04   -0.465 0.641780    
## PC602       -8.201e-05  1.907e-04   -0.430 0.667272    
## PC603        4.864e-05  1.889e-04    0.257 0.796861    
## PC604        4.195e-05  1.893e-04    0.222 0.824678    
## PC605        2.816e-05  1.984e-04    0.142 0.887124    
## PC606        2.813e-04  1.908e-04    1.474 0.140640    
## PC607       -4.963e-05  1.939e-04   -0.256 0.797984    
## PC608       -2.632e-04  1.949e-04   -1.350 0.177086    
## PC609       -8.704e-05  1.912e-04   -0.455 0.649026    
## PC610       -1.026e-04  1.871e-04   -0.549 0.583342    
## PC611        2.067e-04  1.911e-04    1.082 0.279514    
## PC612       -1.085e-04  1.939e-04   -0.559 0.575981    
## PC613       -1.496e-05  1.899e-04   -0.079 0.937213    
## PC614       -2.742e-04  1.921e-04   -1.428 0.153597    
## PC615       -3.009e-04  1.891e-04   -1.592 0.111627    
## PC616       -1.257e-04  1.932e-04   -0.651 0.515122    
## PC617        2.370e-04  1.920e-04    1.235 0.217109    
## PC618       -5.324e-05  1.942e-04   -0.274 0.783976    
## PC619        9.228e-05  1.911e-04    0.483 0.629150    
## PC620       -1.683e-04  1.935e-04   -0.870 0.384552    
## PC621       -4.993e-05  1.910e-04   -0.261 0.793768    
## PC622       -2.490e-04  1.924e-04   -1.294 0.195786    
## PC623        4.493e-04  1.913e-04    2.349 0.018914 *  
## PC624        1.413e-04  1.885e-04    0.750 0.453623    
## PC625       -3.236e-05  1.912e-04   -0.169 0.865632    
## PC626       -2.348e-04  1.942e-04   -1.209 0.226840    
## PC627        9.768e-05  1.899e-04    0.514 0.607002    
## PC628       -2.686e-04  1.902e-04   -1.412 0.157991    
## PC629       -8.936e-05  1.950e-04   -0.458 0.646779    
## PC630       -2.699e-04  1.931e-04   -1.398 0.162317    
## PC631       -3.279e-04  1.905e-04   -1.722 0.085304 .  
## PC632       -1.731e-04  1.959e-04   -0.883 0.377158    
## PC633       -4.545e-05  1.913e-04   -0.238 0.812253    
## PC634       -5.375e-05  1.928e-04   -0.279 0.780424    
## PC635        1.158e-04  1.944e-04    0.596 0.551381    
## PC636        9.181e-05  1.938e-04    0.474 0.635743    
## PC637        2.177e-04  1.948e-04    1.118 0.263842    
## PC638        1.850e-04  1.936e-04    0.956 0.339449    
## PC639       -2.040e-04  1.925e-04   -1.060 0.289303    
## PC640       -3.356e-04  1.901e-04   -1.766 0.077592 .  
## PC641        2.174e-04  1.924e-04    1.130 0.258827    
## PC642        1.410e-04  1.969e-04    0.716 0.474083    
## PC643       -8.359e-05  1.894e-04   -0.441 0.658986    
## PC644        2.665e-04  1.958e-04    1.361 0.173688    
## PC645        3.915e-04  1.923e-04    2.036 0.041853 *  
## PC646        1.316e-04  1.952e-04    0.674 0.500512    
## PC647        4.598e-05  1.930e-04    0.238 0.811730    
## PC648       -9.497e-05  1.958e-04   -0.485 0.627765    
## PC649       -3.807e-04  1.970e-04   -1.933 0.053421 .  
## PC650       -1.054e-04  1.952e-04   -0.540 0.589428    
## PC651        3.219e-05  1.960e-04    0.164 0.869541    
## PC652       -3.871e-04  1.944e-04   -1.992 0.046575 *  
## PC653       -3.431e-04  1.926e-04   -1.781 0.075040 .  
## PC654        6.879e-05  1.967e-04    0.350 0.726539    
## PC655        1.316e-04  1.911e-04    0.689 0.491032    
## PC656        2.576e-04  1.940e-04    1.327 0.184568    
## PC657       -1.995e-04  1.959e-04   -1.018 0.308608    
## PC658        7.340e-05  1.951e-04    0.376 0.706761    
## PC659       -2.987e-04  1.966e-04   -1.520 0.128734    
## PC660        2.041e-04  1.926e-04    1.060 0.289365    
## PC661       -7.574e-06  1.927e-04   -0.039 0.968654    
## PC662       -2.416e-04  1.976e-04   -1.223 0.221665    
## PC663       -3.249e-04  1.947e-04   -1.668 0.095429 .  
## PC664        5.688e-05  1.941e-04    0.293 0.769513    
## PC665        1.541e-04  1.956e-04    0.788 0.431008    
## PC666       -1.750e-04  1.910e-04   -0.917 0.359490    
## PC667       -1.598e-04  1.919e-04   -0.833 0.405213    
## PC668       -5.727e-05  1.911e-04   -0.300 0.764402    
## PC669       -4.893e-04  1.937e-04   -2.526 0.011632 *  
## PC670       -8.413e-05  1.919e-04   -0.438 0.661222    
## PC671        2.253e-05  1.967e-04    0.115 0.908819    
## PC672        9.424e-05  1.913e-04    0.493 0.622328    
## PC673        1.896e-04  1.952e-04    0.972 0.331432    
## PC674       -5.049e-05  1.968e-04   -0.257 0.797519    
## PC675       -1.443e-04  1.935e-04   -0.746 0.455773    
## PC676       -6.603e-05  1.938e-04   -0.341 0.733363    
## PC677       -1.211e-06  1.931e-04   -0.006 0.994996    
## PC678       -4.043e-04  1.967e-04   -2.055 0.039984 *  
## PC679        3.802e-04  1.917e-04    1.983 0.047470 *  
## PC680        9.258e-05  1.955e-04    0.474 0.635882    
## PC681       -1.690e-05  1.866e-04   -0.091 0.927821    
## PC682       -6.738e-05  1.907e-04   -0.353 0.723912    
## PC683       -3.174e-05  1.950e-04   -0.163 0.870748    
## PC684       -1.700e-04  1.897e-04   -0.896 0.370470    
## PC685       -4.579e-06  1.946e-04   -0.024 0.981232    
## PC686       -1.996e-04  1.920e-04   -1.040 0.298586    
## PC687        1.072e-04  1.950e-04    0.550 0.582380    
## PC688        5.301e-06  1.949e-04    0.027 0.978310    
## PC689        1.002e-04  1.947e-04    0.515 0.606904    
## PC690       -4.010e-05  1.939e-04   -0.207 0.836220    
## PC691       -2.060e-04  1.938e-04   -1.063 0.288066    
## PC692       -1.179e-04  1.981e-04   -0.595 0.551750    
## PC693        4.632e-04  1.905e-04    2.431 0.015149 *  
## PC694       -1.190e-04  1.986e-04   -0.599 0.548973    
## PC695       -3.767e-04  1.949e-04   -1.933 0.053389 .  
## PC696       -4.573e-04  1.983e-04   -2.306 0.021203 *  
## PC697        6.501e-04  1.911e-04    3.401 0.000686 ***
## PC698       -1.885e-04  1.962e-04   -0.961 0.336922    
## PC699        1.388e-04  1.943e-04    0.715 0.474869    
## PC700       -1.657e-04  1.959e-04   -0.846 0.397670    
## PC701       -2.185e-05  2.023e-04   -0.108 0.913972    
## PC702       -1.499e-04  1.955e-04   -0.767 0.443187    
## PC703       -1.201e-04  1.921e-04   -0.625 0.531910    
## PC704       -2.857e-04  1.925e-04   -1.484 0.137930    
## PC705        8.260e-05  1.909e-04    0.433 0.665359    
## PC706       -3.277e-04  1.974e-04   -1.660 0.097011 .  
## PC707       -5.983e-05  1.942e-04   -0.308 0.758042    
## PC708       -1.820e-04  1.935e-04   -0.940 0.347122    
## PC709       -4.910e-04  1.945e-04   -2.524 0.011695 *  
## PC710        1.459e-05  1.948e-04    0.075 0.940299    
## PC711       -3.662e-05  1.957e-04   -0.187 0.851562    
## PC712       -1.229e-04  1.933e-04   -0.636 0.525021    
## PC713       -1.574e-04  1.931e-04   -0.815 0.415186    
## PC714       -1.859e-04  1.950e-04   -0.953 0.340480    
## PC715        2.172e-04  1.946e-04    1.116 0.264516    
## PC716       -3.283e-04  1.931e-04   -1.700 0.089266 .  
## PC717       -2.019e-05  1.892e-04   -0.107 0.915053    
## PC718       -4.517e-04  1.970e-04   -2.294 0.021935 *  
## PC719       -6.959e-05  1.948e-04   -0.357 0.720995    
## PC720       -1.679e-04  1.973e-04   -0.851 0.394920    
## PC721        9.647e-05  1.980e-04    0.487 0.626110    
## PC722       -1.803e-04  1.977e-04   -0.912 0.361929    
## PC723       -2.699e-04  1.945e-04   -1.387 0.165559    
## PC724       -4.556e-06  1.935e-04   -0.024 0.981218    
## PC725        5.770e-05  1.941e-04    0.297 0.766267    
## PC726       -9.581e-05  2.024e-04   -0.473 0.635944    
## PC727       -3.576e-06  1.976e-04   -0.018 0.985565    
## PC728       -4.256e-04  1.931e-04   -2.204 0.027672 *  
## PC729        6.987e-05  1.950e-04    0.358 0.720100    
## PC730       -2.716e-04  1.997e-04   -1.360 0.174000    
## PC731        2.005e-04  1.949e-04    1.029 0.303770    
## PC732       -2.947e-04  1.951e-04   -1.510 0.131213    
## PC733        5.055e-04  1.962e-04    2.576 0.010081 *  
## PC734       -5.238e-05  1.929e-04   -0.272 0.785981    
## PC735       -2.040e-04  1.974e-04   -1.033 0.301536    
## PC736        2.919e-05  1.982e-04    0.147 0.882944    
## PC737        5.020e-04  1.968e-04    2.551 0.010812 *  
## PC738        2.220e-04  1.970e-04    1.127 0.259818    
## PC739        2.472e-04  1.960e-04    1.261 0.207324    
## PC740        1.017e-04  1.963e-04    0.518 0.604253    
## PC741       -3.964e-04  1.974e-04   -2.008 0.044806 *  
## PC742       -7.751e-05  1.978e-04   -0.392 0.695162    
## PC743       -1.158e-04  1.948e-04   -0.595 0.552167    
## PC744       -9.242e-05  1.962e-04   -0.471 0.637704    
## PC745       -3.264e-04  1.947e-04   -1.676 0.093894 .  
## PC746       -1.581e-04  2.019e-04   -0.783 0.433769    
## PC747        8.072e-05  1.973e-04    0.409 0.682468    
## PC748       -1.571e-04  1.953e-04   -0.805 0.421206    
## PC749        2.045e-04  1.954e-04    1.047 0.295432    
## PC750        5.601e-05  1.959e-04    0.286 0.774959    
## PC751        5.015e-04  1.907e-04    2.629 0.008640 ** 
## PC752       -1.607e-04  1.976e-04   -0.813 0.416249    
## PC753       -1.687e-04  1.974e-04   -0.855 0.392861    
## PC754        5.211e-05  1.960e-04    0.266 0.790357    
## PC755        2.359e-04  2.008e-04    1.175 0.240149    
## PC756       -1.551e-04  1.969e-04   -0.788 0.430982    
## PC757        5.110e-05  1.916e-04    0.267 0.789748    
## PC758        6.977e-05  2.005e-04    0.348 0.727904    
## PC759       -6.575e-05  1.960e-04   -0.335 0.737322    
## PC760        1.317e-04  1.965e-04    0.670 0.502709    
## PC761        1.816e-04  1.975e-04    0.920 0.357793    
## PC762       -2.908e-04  1.979e-04   -1.470 0.141859    
## PC763       -1.675e-04  1.945e-04   -0.861 0.389330    
## PC764       -4.960e-05  2.004e-04   -0.247 0.804555    
## PC765       -8.232e-05  1.940e-04   -0.424 0.671297    
## PC766        3.410e-04  1.982e-04    1.721 0.085491 .  
## PC767        1.336e-04  1.963e-04    0.680 0.496385    
## PC768       -1.010e-04  1.926e-04   -0.524 0.600076    
## PC769        1.357e-04  1.954e-04    0.695 0.487438    
## PC770        4.313e-04  1.959e-04    2.202 0.027821 *  
## PC771        2.275e-04  1.951e-04    1.166 0.243895    
## PC772       -1.241e-04  1.967e-04   -0.631 0.528209    
## PC773       -1.586e-05  1.965e-04   -0.081 0.935682    
## PC774        5.150e-04  1.953e-04    2.637 0.008430 ** 
## PC775       -1.580e-04  1.957e-04   -0.807 0.419696    
## PC776        1.856e-04  1.958e-04    0.948 0.343274    
## PC777        1.774e-04  2.002e-04    0.886 0.375578    
## PC778       -7.090e-05  1.946e-04   -0.364 0.715667    
## PC779        1.416e-04  2.004e-04    0.707 0.479873    
## PC780        1.427e-05  1.978e-04    0.072 0.942507    
## PC781        2.798e-04  1.969e-04    1.421 0.155610    
## PC782        8.813e-05  1.980e-04    0.445 0.656346    
## PC783        1.127e-04  1.983e-04    0.568 0.569922    
## PC784       -4.838e-05  2.030e-04   -0.238 0.811660    
## PC785        2.627e-04  2.000e-04    1.314 0.189104    
## PC786        7.479e-05  1.986e-04    0.377 0.706554    
## PC787       -2.693e-04  1.974e-04   -1.364 0.172658    
## PC788        5.246e-05  2.005e-04    0.262 0.793643    
## PC789       -2.825e-04  1.954e-04   -1.445 0.148506    
## PC790       -3.095e-05  1.971e-04   -0.157 0.875238    
## PC791       -1.408e-05  1.939e-04   -0.073 0.942107    
## PC792        3.957e-04  1.982e-04    1.996 0.046091 *  
## PC793       -9.552e-05  1.936e-04   -0.493 0.621743    
## PC794        3.236e-05  2.001e-04    0.162 0.871536    
## PC795        1.040e-05  1.940e-04    0.054 0.957245    
## PC796        8.991e-05  1.961e-04    0.459 0.646577    
## PC797       -4.358e-04  1.998e-04   -2.181 0.029291 *  
## PC798        4.104e-06  1.956e-04    0.021 0.983261    
## PC799       -9.623e-05  2.038e-04   -0.472 0.636859    
## PC800       -1.028e-04  1.903e-04   -0.540 0.589076    
## PC801        1.891e-04  1.991e-04    0.949 0.342536    
## PC802       -3.978e-05  1.965e-04   -0.202 0.839610    
## PC803        7.318e-05  1.978e-04    0.370 0.711472    
## PC804        5.311e-04  2.018e-04    2.632 0.008557 ** 
## PC805       -1.286e-04  1.951e-04   -0.659 0.509803    
## PC806        3.124e-04  1.979e-04    1.578 0.114674    
## PC807       -7.240e-05  1.985e-04   -0.365 0.715377    
## PC808        8.341e-05  1.962e-04    0.425 0.670804    
## PC809       -1.388e-04  2.026e-04   -0.685 0.493182    
## PC810        9.246e-05  1.969e-04    0.470 0.638729    
## PC811        6.250e-05  1.982e-04    0.315 0.752580    
## PC812       -5.325e-05  1.968e-04   -0.271 0.786783    
## PC813       -1.477e-04  1.997e-04   -0.739 0.459805    
## PC814       -9.463e-05  1.991e-04   -0.475 0.634646    
## PC815        8.953e-05  1.965e-04    0.456 0.648648    
## PC816       -7.522e-05  1.966e-04   -0.383 0.702079    
## PC817        2.235e-04  1.965e-04    1.137 0.255604    
## PC818       -3.307e-04  1.972e-04   -1.677 0.093815 .  
## PC819       -1.685e-04  1.945e-04   -0.866 0.386379    
## PC820        3.975e-05  1.954e-04    0.203 0.838819    
## PC821        1.535e-04  1.955e-04    0.785 0.432452    
## PC822       -1.764e-04  1.926e-04   -0.916 0.359756    
## PC823       -8.114e-05  1.976e-04   -0.411 0.681405    
## PC824        4.515e-04  1.981e-04    2.279 0.022798 *  
## PC825       -2.105e-04  1.964e-04   -1.072 0.283994    
## PC826       -1.349e-04  1.947e-04   -0.693 0.488391    
## PC827       -1.041e-04  1.987e-04   -0.524 0.600328    
## PC828        3.231e-04  1.968e-04    1.642 0.100852    
## PC829       -3.146e-04  1.955e-04   -1.609 0.107868    
## PC830        9.488e-05  1.998e-04    0.475 0.634992    
## PC831       -1.086e-04  1.950e-04   -0.557 0.577691    
## PC832       -1.412e-04  1.952e-04   -0.723 0.469738    
## PC833        9.230e-05  1.980e-04    0.466 0.641205    
## PC834        1.522e-04  1.970e-04    0.772 0.439923    
## PC835       -3.565e-04  2.032e-04   -1.754 0.079562 .  
## PC836       -1.492e-05  1.984e-04   -0.075 0.940083    
## PC837        7.699e-05  1.959e-04    0.393 0.694405    
## PC838        1.370e-04  1.977e-04    0.693 0.488358    
## PC839        2.026e-04  1.962e-04    1.032 0.302064    
## PC840        4.801e-05  1.999e-04    0.240 0.810252    
## PC841       -4.944e-04  1.970e-04   -2.510 0.012170 *  
## PC842        2.857e-04  1.956e-04    1.461 0.144218    
## PC843       -2.034e-05  2.015e-04   -0.101 0.919628    
## PC844       -8.390e-05  1.972e-04   -0.426 0.670490    
## PC845       -4.008e-04  2.009e-04   -1.995 0.046144 *  
## PC846        2.943e-05  2.031e-04    0.145 0.884817    
## PC847        3.846e-04  1.958e-04    1.964 0.049684 *  
## PC848        5.257e-05  1.984e-04    0.265 0.791114    
## PC849        3.284e-04  1.977e-04    1.661 0.096796 .  
## PC850        3.480e-04  2.015e-04    1.728 0.084233 .  
## PC851       -6.411e-06  1.992e-04   -0.032 0.974323    
## PC852       -2.184e-06  1.994e-04   -0.011 0.991259    
## PC853       -1.031e-04  1.926e-04   -0.535 0.592561    
## PC854        1.563e-04  1.948e-04    0.802 0.422605    
## PC855        1.071e-04  1.967e-04    0.545 0.586049    
## PC856       -1.441e-04  1.984e-04   -0.726 0.467866    
## PC857        4.380e-04  1.992e-04    2.198 0.028045 *  
## PC858       -4.679e-05  1.940e-04   -0.241 0.809475    
## PC859       -1.598e-04  1.963e-04   -0.814 0.415617    
## PC860       -8.299e-06  1.989e-04   -0.042 0.966728    
## PC861       -8.003e-05  1.999e-04   -0.400 0.688865    
## PC862       -4.137e-07  1.990e-04   -0.002 0.998341    
## PC863        2.009e-04  1.988e-04    1.010 0.312448    
## PC864       -7.716e-05  1.989e-04   -0.388 0.698088    
## PC865        3.288e-04  2.026e-04    1.623 0.104799    
## PC866        7.951e-05  1.948e-04    0.408 0.683214    
## PC867        1.448e-04  1.966e-04    0.736 0.461525    
## PC868        1.870e-04  1.970e-04    0.949 0.342645    
## PC869       -2.388e-04  1.998e-04   -1.195 0.232090    
## PC870        2.651e-04  1.994e-04    1.330 0.183856    
## PC871       -3.613e-05  1.994e-04   -0.181 0.856241    
## PC872       -2.922e-05  2.011e-04   -0.145 0.884515    
## PC873       -4.774e-05  1.993e-04   -0.240 0.810696    
## PC874        2.452e-06  1.986e-04    0.012 0.990149    
## PC875        4.434e-04  2.053e-04    2.160 0.030909 *  
## PC876        1.712e-04  2.018e-04    0.848 0.396603    
## PC877        7.544e-05  1.972e-04    0.383 0.702118    
## PC878        9.191e-05  1.984e-04    0.463 0.643291    
## PC879       -2.276e-04  2.011e-04   -1.132 0.257894    
## PC880        1.154e-04  1.995e-04    0.579 0.562869    
## PC881        1.289e-04  1.999e-04    0.645 0.519165    
## PC882        7.866e-05  2.029e-04    0.388 0.698317    
## PC883        2.604e-05  2.001e-04    0.130 0.896487    
## PC884       -2.203e-04  1.985e-04   -1.110 0.267086    
## PC885        4.458e-04  1.993e-04    2.237 0.025419 *  
## PC886        1.740e-04  1.979e-04    0.879 0.379459    
## PC887        1.926e-05  1.985e-04    0.097 0.922715    
## PC888        9.500e-05  1.988e-04    0.478 0.632809    
## PC889       -2.120e-04  1.977e-04   -1.072 0.283694    
## PC890        7.310e-05  1.990e-04    0.367 0.713428    
## PC891        3.402e-04  1.992e-04    1.708 0.087890 .  
## PC892       -1.161e-04  2.036e-04   -0.570 0.568505    
## PC893       -4.445e-04  2.010e-04   -2.211 0.027143 *  
## PC894       -1.239e-04  1.980e-04   -0.626 0.531604    
## PC895        2.313e-04  1.972e-04    1.173 0.241000    
## PC896        3.427e-04  2.002e-04    1.711 0.087206 .  
## PC897        1.662e-04  1.994e-04    0.833 0.404682    
## PC898        9.381e-05  1.996e-04    0.470 0.638516    
## PC899        2.141e-04  2.025e-04    1.057 0.290638    
## PC900        4.502e-04  1.970e-04    2.285 0.022437 *  
## PC901        1.100e-04  1.986e-04    0.554 0.579661    
## PC902        1.865e-05  1.960e-04    0.095 0.924231    
## PC903        1.363e-04  2.048e-04    0.666 0.505737    
## PC904       -5.420e-04  2.017e-04   -2.686 0.007289 ** 
## PC905        2.088e-04  2.014e-04    1.037 0.299955    
## PC906        1.464e-04  2.025e-04    0.723 0.469866    
## PC907       -1.430e-04  1.987e-04   -0.720 0.471629    
## PC908       -5.013e-05  2.005e-04   -0.250 0.802622    
## PC909       -5.432e-05  1.996e-04   -0.272 0.785567    
## PC910        4.070e-04  2.025e-04    2.010 0.044598 *  
## PC911       -1.367e-04  2.064e-04   -0.662 0.507791    
## PC912       -2.599e-04  2.012e-04   -1.291 0.196741    
## PC913       -1.384e-04  1.942e-04   -0.712 0.476286    
## PC914        6.445e-05  2.018e-04    0.319 0.749523    
## PC915        1.453e-05  2.026e-04    0.072 0.942838    
## PC916       -1.595e-05  2.046e-04   -0.078 0.937874    
## PC917       -3.258e-05  2.011e-04   -0.162 0.871344    
## PC918        3.217e-04  1.949e-04    1.651 0.098979 .  
## PC919       -6.822e-05  2.063e-04   -0.331 0.740947    
## PC920       -3.090e-06  2.019e-04   -0.015 0.987795    
## PC921       -7.114e-05  2.030e-04   -0.351 0.725990    
## PC922       -1.724e-04  2.028e-04   -0.850 0.395309    
## PC923        4.150e-05  2.048e-04    0.203 0.839474    
## PC924       -2.229e-04  2.021e-04   -1.103 0.270108    
## PC925        1.235e-04  2.009e-04    0.615 0.538719    
## PC926       -2.636e-04  2.031e-04   -1.298 0.194344    
## PC927       -6.378e-06  1.981e-04   -0.032 0.974323    
## PC928       -1.714e-04  1.998e-04   -0.858 0.391068    
## PC929       -4.651e-04  2.026e-04   -2.296 0.021788 *  
## PC930       -6.222e-04  2.017e-04   -3.085 0.002065 ** 
## PC931       -1.747e-04  2.007e-04   -0.871 0.383966    
## PC932       -1.310e-04  2.045e-04   -0.641 0.521903    
## PC933       -1.363e-04  2.025e-04   -0.673 0.500928    
## PC934        9.739e-05  2.008e-04    0.485 0.627771    
## PC935       -4.287e-04  1.993e-04   -2.151 0.031616 *  
## PC936       -1.517e-05  2.008e-04   -0.076 0.939783    
## PC937       -1.955e-05  2.042e-04   -0.096 0.923720    
## PC938        8.270e-05  1.996e-04    0.414 0.678727    
## PC939       -1.771e-04  2.016e-04   -0.878 0.379988    
## PC940        8.730e-05  2.015e-04    0.433 0.664934    
## PC941       -3.566e-05  2.003e-04   -0.178 0.858703    
## PC942       -5.720e-04  2.029e-04   -2.819 0.004866 ** 
## PC943       -1.742e-04  1.962e-04   -0.888 0.374726    
## PC944        2.938e-04  2.025e-04    1.451 0.146994    
## PC945       -5.048e-05  1.979e-04   -0.255 0.798731    
## PC946        3.342e-04  1.986e-04    1.683 0.092501 .  
## PC947       -4.133e-04  2.014e-04   -2.052 0.040310 *  
## PC948       -2.676e-05  2.004e-04   -0.134 0.893789    
## PC949        1.217e-04  2.036e-04    0.598 0.550223    
## PC950        3.708e-06  2.015e-04    0.018 0.985323    
## PC951        2.615e-04  2.015e-04    1.298 0.194387    
## PC952        1.666e-04  2.059e-04    0.809 0.418429    
## PC953       -4.525e-05  2.024e-04   -0.224 0.823122    
## PC954       -3.974e-04  2.044e-04   -1.944 0.052059 .  
## PC955        1.415e-04  2.005e-04    0.706 0.480487    
## PC956        8.117e-06  2.063e-04    0.039 0.968618    
## PC957        2.246e-04  2.010e-04    1.117 0.263946    
## PC958       -1.812e-04  2.007e-04   -0.903 0.366772    
## PC959        3.657e-04  2.027e-04    1.804 0.071400 .  
## PC960        2.183e-04  2.028e-04    1.076 0.281962    
## PC961        1.758e-04  2.050e-04    0.858 0.391114    
## PC962        1.920e-04  2.021e-04    0.950 0.342258    
## PC963       -2.024e-04  2.095e-04   -0.966 0.334078    
## PC964        2.949e-05  2.053e-04    0.144 0.885806    
## PC965        3.848e-04  2.026e-04    1.899 0.057738 .  
## PC966       -1.242e-04  2.058e-04   -0.603 0.546305    
## PC967        1.775e-04  2.037e-04    0.871 0.383691    
## PC968       -2.016e-04  2.028e-04   -0.994 0.320273    
## PC969        1.185e-05  2.018e-04    0.059 0.953159    
## PC970        3.005e-04  2.026e-04    1.483 0.138172    
## PC971       -7.695e-05  2.024e-04   -0.380 0.703811    
## PC972       -2.687e-06  2.032e-04   -0.013 0.989448    
## PC973        5.756e-05  2.057e-04    0.280 0.779617    
## PC974        1.455e-04  1.982e-04    0.734 0.462971    
## PC975       -1.866e-04  2.036e-04   -0.917 0.359396    
## PC976        1.442e-04  2.031e-04    0.710 0.477722    
## PC977        2.995e-04  2.038e-04    1.469 0.142004    
## PC978        9.630e-05  2.067e-04    0.466 0.641351    
## PC979       -3.104e-04  2.013e-04   -1.542 0.123317    
## PC980        4.257e-04  2.013e-04    2.115 0.034588 *  
## PC981        6.196e-05  2.071e-04    0.299 0.764789    
## PC982       -2.248e-04  2.058e-04   -1.092 0.274798    
## PC983       -3.403e-05  1.991e-04   -0.171 0.864315    
## PC984       -2.645e-04  2.021e-04   -1.309 0.190739    
## PC985       -8.174e-05  2.060e-04   -0.397 0.691584    
## PC986       -2.582e-04  2.039e-04   -1.267 0.205452    
## PC987        2.530e-05  1.995e-04    0.127 0.899093    
## PC988       -4.048e-04  2.061e-04   -1.964 0.049650 *  
## PC989        2.431e-04  2.025e-04    1.201 0.230054    
## PC990        2.570e-04  2.039e-04    1.260 0.207737    
## PC991       -7.713e-05  2.030e-04   -0.380 0.704035    
## PC992        3.276e-04  2.044e-04    1.603 0.109076    
## PC993        3.897e-05  1.980e-04    0.197 0.843994    
## PC994        2.626e-04  2.044e-04    1.285 0.199023    
## PC995       -4.188e-05  2.017e-04   -0.208 0.835548    
## PC996       -6.919e-05  1.981e-04   -0.349 0.726921    
## PC997        2.364e-04  2.058e-04    1.149 0.250792    
## PC998       -1.654e-04  2.007e-04   -0.824 0.409908    
## PC999        7.000e-06  2.033e-04    0.034 0.972540    
## PC1000      -1.028e-04  2.038e-04   -0.504 0.614083    
## PC1001      -1.145e-04  2.047e-04   -0.559 0.576115    
## PC1002      -4.865e-04  2.062e-04   -2.360 0.018394 *  
## PC1003       5.923e-04  2.071e-04    2.860 0.004282 ** 
## PC1004      -2.793e-04  2.086e-04   -1.339 0.180791    
## PC1005      -1.578e-04  2.068e-04   -0.763 0.445649    
## PC1006      -2.146e-04  2.042e-04   -1.051 0.293378    
## PC1007       3.714e-05  2.006e-04    0.185 0.853178    
## PC1008       7.345e-05  1.991e-04    0.369 0.712182    
## PC1009      -2.248e-05  1.998e-04   -0.113 0.910425    
## PC1010       1.512e-04  2.010e-04    0.753 0.451794    
## PC1011       1.440e-04  2.021e-04    0.712 0.476407    
## PC1012       2.471e-05  2.006e-04    0.123 0.901959    
## PC1013      -4.838e-05  2.002e-04   -0.242 0.809116    
## PC1014      -3.001e-05  2.066e-04   -0.145 0.884510    
## PC1015       1.162e-04  2.063e-04    0.563 0.573185    
## PC1016      -3.096e-04  2.059e-04   -1.503 0.132903    
## PC1017      -8.490e-05  2.080e-04   -0.408 0.683118    
## PC1018       1.055e-06  2.057e-04    0.005 0.995909    
## PC1019       2.471e-04  2.024e-04    1.221 0.222370    
## PC1020      -3.048e-04  2.061e-04   -1.479 0.139437    
## PC1021       6.017e-05  2.052e-04    0.293 0.769430    
## PC1022      -4.481e-04  1.978e-04   -2.265 0.023612 *  
## PC1023      -2.581e-04  1.982e-04   -1.302 0.192984    
## PC1024      -2.352e-04  2.032e-04   -1.157 0.247362    
## PC1025      -4.045e-04  1.989e-04   -2.034 0.042129 *  
## PC1026       2.322e-04  1.997e-04    1.163 0.245155    
## PC1027       4.839e-04  2.014e-04    2.403 0.016359 *  
## PC1028       2.093e-05  2.024e-04    0.103 0.917650    
## PC1029      -4.559e-04  2.029e-04   -2.247 0.024759 *  
## PC1030       1.022e-04  2.039e-04    0.501 0.616367    
## PC1031       1.914e-04  2.067e-04    0.926 0.354506    
## PC1032      -2.403e-04  2.020e-04   -1.190 0.234298    
## PC1033       9.237e-05  2.026e-04    0.456 0.648485    
## PC1034       2.175e-04  2.083e-04    1.044 0.296583    
## PC1035      -8.082e-05  2.034e-04   -0.397 0.691127    
## PC1036       1.290e-04  2.029e-04    0.636 0.524991    
## PC1037       1.590e-05  1.985e-04    0.080 0.936183    
## PC1038      -1.765e-04  2.028e-04   -0.871 0.384078    
## PC1039       2.293e-04  2.034e-04    1.127 0.259716    
## PC1040      -4.255e-04  2.057e-04   -2.068 0.038788 *  
## PC1041      -1.332e-04  2.043e-04   -0.652 0.514510    
## PC1042       4.688e-05  2.011e-04    0.233 0.815719    
## PC1043       3.986e-04  2.067e-04    1.928 0.054010 .  
## PC1044      -5.503e-04  2.025e-04   -2.718 0.006640 ** 
## PC1045      -8.714e-05  2.039e-04   -0.427 0.669148    
## PC1046       4.147e-05  2.086e-04    0.199 0.842464    
## PC1047       2.151e-05  2.045e-04    0.105 0.916219    
## PC1048      -1.446e-06  2.045e-04   -0.007 0.994361    
## PC1049       9.676e-05  2.064e-04    0.469 0.639278    
## PC1050       1.621e-04  2.048e-04    0.791 0.428873    
## PC1051      -4.417e-04  2.027e-04   -2.179 0.029453 *  
## PC1052       7.695e-05  2.028e-04    0.379 0.704428    
## PC1053      -1.083e-05  2.001e-04   -0.054 0.956827    
## PC1054       2.363e-05  2.021e-04    0.117 0.906959    
## PC1055       2.985e-04  2.048e-04    1.458 0.145059    
## PC1056       1.658e-05  2.051e-04    0.081 0.935585    
## PC1057       5.283e-04  2.073e-04    2.548 0.010918 *  
## PC1058       2.509e-04  2.056e-04    1.220 0.222454    
## PC1059       9.999e-05  2.025e-04    0.494 0.621575    
## PC1060       9.184e-05  2.027e-04    0.453 0.650589    
## PC1061       1.691e-04  2.049e-04    0.825 0.409323    
## PC1062      -1.708e-04  2.108e-04   -0.810 0.418085    
## PC1063      -2.682e-04  2.065e-04   -1.299 0.194182    
## PC1064      -1.111e-04  2.081e-04   -0.534 0.593507    
## PC1065       6.521e-05  2.052e-04    0.318 0.750712    
## PC1066       3.843e-04  2.059e-04    1.867 0.062099 .  
## PC1067      -2.845e-04  2.062e-04   -1.380 0.167696    
## PC1068       5.055e-05  2.083e-04    0.243 0.808249    
## PC1069      -2.808e-04  2.097e-04   -1.339 0.180799    
## PC1070       3.239e-04  2.047e-04    1.582 0.113821    
## PC1071       3.047e-04  2.080e-04    1.465 0.143166    
## PC1072      -9.291e-05  2.057e-04   -0.452 0.651638    
## PC1073       3.488e-04  2.046e-04    1.705 0.088434 .  
## PC1074       4.868e-06  2.098e-04    0.023 0.981486    
## PC1075       2.452e-04  2.067e-04    1.186 0.235617    
## PC1076       2.700e-04  2.012e-04    1.342 0.179749    
## PC1077       2.521e-05  2.073e-04    0.122 0.903221    
## PC1078       2.922e-04  2.030e-04    1.440 0.150127    
## PC1079       4.990e-04  2.042e-04    2.444 0.014626 *  
## PC1080      -1.263e-04  2.017e-04   -0.626 0.531482    
## PC1081       1.793e-04  2.060e-04    0.870 0.384170    
## PC1082       1.740e-04  2.064e-04    0.843 0.399503    
## PC1083       9.850e-05  2.044e-04    0.482 0.629900    
## PC1084       3.773e-05  2.077e-04    0.182 0.855867    
## PC1085      -1.550e-05  2.021e-04   -0.077 0.938861    
## PC1086      -2.317e-04  2.003e-04   -1.157 0.247450    
## PC1087      -3.469e-05  2.046e-04   -0.170 0.865393    
## PC1088      -3.935e-05  2.030e-04   -0.194 0.846322    
## PC1089      -5.474e-05  2.074e-04   -0.264 0.791890    
## PC1090       2.613e-05  2.027e-04    0.129 0.897410    
## PC1091      -3.843e-04  2.051e-04   -1.874 0.061091 .  
## PC1092       1.319e-04  2.025e-04    0.652 0.514782    
## PC1093       1.614e-04  2.049e-04    0.788 0.430887    
## PC1094       1.107e-04  2.059e-04    0.538 0.590912    
## PC1095      -4.209e-04  2.065e-04   -2.039 0.041617 *  
## PC1096      -7.003e-05  2.104e-04   -0.333 0.739240    
## PC1097       3.059e-06  2.056e-04    0.015 0.988129    
## PC1098       9.325e-05  2.053e-04    0.454 0.649741    
## PC1099       2.147e-04  2.057e-04    1.044 0.296836    
## PC1100       1.261e-04  2.037e-04    0.619 0.536047    
## PC1101      -9.149e-05  2.034e-04   -0.450 0.652882    
## PC1102      -7.855e-05  2.024e-04   -0.388 0.697998    
## PC1103       2.008e-04  2.049e-04    0.980 0.327393    
## PC1104      -1.823e-04  2.059e-04   -0.885 0.376273    
## PC1105       1.379e-04  2.050e-04    0.673 0.501314    
## PC1106      -1.811e-04  2.036e-04   -0.889 0.374025    
## PC1107      -2.469e-05  2.044e-04   -0.121 0.903872    
## PC1108      -1.713e-04  2.027e-04   -0.845 0.397993    
## PC1109      -3.255e-04  2.025e-04   -1.607 0.108201    
## PC1110       2.834e-04  2.082e-04    1.361 0.173622    
## PC1111      -1.360e-05  2.031e-04   -0.067 0.946612    
## PC1112      -2.275e-04  2.132e-04   -1.067 0.286122    
## PC1113      -3.967e-04  2.079e-04   -1.908 0.056576 .  
## PC1114      -2.357e-04  2.091e-04   -1.127 0.259700    
## PC1115      -1.878e-04  2.080e-04   -0.903 0.366799    
## PC1116      -2.557e-04  2.041e-04   -1.253 0.210526    
## PC1117       6.236e-04  2.049e-04    3.043 0.002376 ** 
## PC1118      -2.218e-04  2.063e-04   -1.075 0.282607    
## PC1119      -3.560e-04  2.075e-04   -1.716 0.086410 .  
## PC1120       4.545e-05  2.080e-04    0.219 0.827052    
## PC1121       1.852e-04  2.042e-04    0.907 0.364712    
## PC1122       4.337e-05  2.092e-04    0.207 0.835807    
## PC1123       2.662e-04  2.084e-04    1.277 0.201780    
## PC1124       2.522e-04  2.056e-04    1.227 0.220156    
## PC1125      -1.183e-05  2.046e-04   -0.058 0.953882    
## PC1126       2.776e-04  2.019e-04    1.375 0.169406    
## PC1127      -1.984e-04  2.023e-04   -0.981 0.326735    
## PC1128      -2.412e-04  2.042e-04   -1.181 0.237660    
## PC1129       1.800e-04  2.051e-04    0.877 0.380447    
## PC1130      -2.258e-04  2.041e-04   -1.106 0.268809    
## PC1131       4.530e-04  2.087e-04    2.171 0.030082 *  
## PC1132       1.053e-04  2.061e-04    0.511 0.609568    
## PC1133       1.974e-04  2.038e-04    0.969 0.332830    
## PC1134       2.625e-05  2.051e-04    0.128 0.898190    
## PC1135       5.815e-05  2.060e-04    0.282 0.777773    
## PC1136      -3.165e-04  2.048e-04   -1.545 0.122460    
## PC1137       1.938e-04  2.068e-04    0.937 0.348811    
## PC1138       1.248e-04  2.016e-04    0.619 0.536149    
## PC1139      -2.157e-04  2.105e-04   -1.025 0.305693    
## PC1140       2.414e-04  2.072e-04    1.165 0.244260    
## PC1141      -2.591e-04  2.050e-04   -1.264 0.206302    
## PC1142      -3.561e-05  2.096e-04   -0.170 0.865133    
## PC1143      -2.549e-05  2.062e-04   -0.124 0.901656    
## PC1144      -8.768e-05  2.045e-04   -0.429 0.668092    
## PC1145      -1.585e-04  2.093e-04   -0.757 0.449168    
## PC1146      -1.744e-04  2.049e-04   -0.851 0.394629    
## PC1147       3.951e-04  2.043e-04    1.934 0.053300 .  
## PC1148      -1.359e-04  2.071e-04   -0.656 0.511711    
## PC1149       2.336e-04  2.079e-04    1.123 0.261456    
## PC1150       9.414e-05  2.085e-04    0.452 0.651618    
## PC1151       2.328e-04  2.079e-04    1.120 0.263073    
## PC1152       3.306e-04  2.078e-04    1.591 0.111816    
## PC1153      -2.797e-04  2.113e-04   -1.324 0.185645    
## PC1154      -3.339e-05  2.021e-04   -0.165 0.868762    
## PC1155       4.920e-05  2.123e-04    0.232 0.816711    
## PC1156       4.600e-05  2.045e-04    0.225 0.822055    
## PC1157       1.425e-04  2.072e-04    0.688 0.491700    
## PC1158       3.658e-04  2.077e-04    1.761 0.078348 .  
## PC1159      -7.040e-05  2.080e-04   -0.338 0.735068    
## PC1160      -5.688e-04  2.084e-04   -2.730 0.006399 ** 
## PC1161       3.019e-04  2.100e-04    1.437 0.150767    
## PC1162       1.773e-04  2.139e-04    0.829 0.407292    
## PC1163       3.033e-04  2.042e-04    1.485 0.137711    
## PC1164      -3.049e-05  2.097e-04   -0.145 0.884387    
## PC1165       9.706e-05  2.079e-04    0.467 0.640728    
## PC1166      -1.189e-05  2.098e-04   -0.057 0.954836    
## PC1167       2.861e-04  2.067e-04    1.384 0.166518    
## PC1168       1.234e-04  2.043e-04    0.604 0.545902    
## PC1169       3.831e-04  2.095e-04    1.829 0.067590 .  
## PC1170      -2.424e-04  2.035e-04   -1.191 0.233745    
## PC1171       5.382e-05  2.088e-04    0.258 0.796577    
## PC1172       2.805e-04  2.036e-04    1.377 0.168575    
## PC1173       1.586e-04  2.096e-04    0.756 0.449491    
## PC1174      -1.671e-04  2.107e-04   -0.793 0.428047    
## PC1175       2.058e-04  2.063e-04    0.998 0.318591    
## PC1176      -7.773e-05  2.128e-04   -0.365 0.714943    
## PC1177       1.526e-04  2.085e-04    0.732 0.464332    
## PC1178      -4.121e-04  2.124e-04   -1.941 0.052473 .  
## PC1179       5.909e-05  2.056e-04    0.287 0.773849    
## PC1180       1.157e-04  2.083e-04    0.555 0.578869    
## PC1181       3.486e-04  2.115e-04    1.648 0.099500 .  
## PC1182      -6.112e-04  2.074e-04   -2.947 0.003252 ** 
## PC1183      -1.095e-04  2.082e-04   -0.526 0.599140    
## PC1184      -5.432e-05  2.115e-04   -0.257 0.797330    
## PC1185      -1.235e-04  2.072e-04   -0.596 0.551072    
## PC1186       3.688e-04  2.073e-04    1.779 0.075363 .  
## PC1187      -2.844e-04  2.056e-04   -1.383 0.166872    
## PC1188       3.065e-04  2.101e-04    1.459 0.144705    
## PC1189       1.266e-04  2.076e-04    0.610 0.542137    
## PC1190      -1.803e-04  2.073e-04   -0.870 0.384495    
## PC1191      -1.893e-04  2.098e-04   -0.902 0.367003    
## PC1192       2.084e-04  2.079e-04    1.003 0.316208    
## PC1193       7.397e-05  2.136e-04    0.346 0.729209    
## PC1194      -1.103e-04  2.083e-04   -0.530 0.596479    
## PC1195      -6.525e-05  2.072e-04   -0.315 0.752887    
## PC1196      -1.885e-04  2.092e-04   -0.901 0.367822    
## PC1197      -1.554e-04  2.084e-04   -0.746 0.455883    
## PC1198       5.053e-04  2.072e-04    2.439 0.014821 *  
## PC1199       1.131e-04  2.099e-04    0.539 0.589867    
## PC1200       5.436e-04  2.105e-04    2.582 0.009907 ** 
## PC1201       9.360e-05  2.096e-04    0.446 0.655316    
## PC1202       8.173e-05  2.096e-04    0.390 0.696620    
## PC1203      -1.945e-04  2.124e-04   -0.916 0.359821    
## PC1204      -2.434e-04  2.090e-04   -1.165 0.244341    
## PC1205       1.901e-04  2.022e-04    0.940 0.347410    
## PC1206       2.567e-05  2.078e-04    0.124 0.901686    
## PC1207       1.157e-05  2.085e-04    0.055 0.955757    
## PC1208       9.308e-05  2.064e-04    0.451 0.652001    
## PC1209       1.270e-04  2.117e-04    0.600 0.548521    
## PC1210      -1.245e-04  2.069e-04   -0.602 0.547412    
## PC1211       1.009e-05  2.123e-04    0.048 0.962084    
## PC1212       3.069e-04  2.095e-04    1.465 0.143170    
## PC1213      -1.979e-04  2.108e-04   -0.939 0.347981    
## PC1214       5.215e-04  2.066e-04    2.524 0.011676 *  
## PC1215      -4.674e-05  2.128e-04   -0.220 0.826196    
## PC1216       5.965e-05  2.085e-04    0.286 0.774834    
## PC1217      -3.034e-04  2.106e-04   -1.441 0.149905    
## PC1218       2.062e-05  2.069e-04    0.100 0.920633    
## PC1219      -2.210e-04  2.130e-04   -1.037 0.299831    
## PC1220      -2.667e-05  2.063e-04   -0.129 0.897158    
## PC1221      -1.606e-05  2.073e-04   -0.077 0.938259    
## PC1222      -3.225e-04  2.085e-04   -1.547 0.122048    
## PC1223      -2.116e-05  2.052e-04   -0.103 0.917887    
## PC1224       1.153e-04  2.063e-04    0.559 0.576163    
## PC1225       3.949e-05  2.094e-04    0.189 0.850453    
## PC1226       1.016e-04  2.165e-04    0.469 0.638952    
## PC1227       1.716e-04  2.112e-04    0.813 0.416544    
## PC1228       1.075e-04  2.074e-04    0.518 0.604409    
## PC1229      -2.592e-04  2.071e-04   -1.251 0.210930    
## PC1230      -5.958e-04  2.124e-04   -2.805 0.005087 ** 
## PC1231       1.441e-04  2.065e-04    0.698 0.485541    
## PC1232       2.010e-04  2.106e-04    0.955 0.339893    
## PC1233      -1.379e-04  2.091e-04   -0.659 0.509740    
## PC1234       2.502e-04  2.089e-04    1.197 0.231294    
## PC1235      -4.257e-04  2.079e-04   -2.048 0.040703 *  
## PC1236      -9.988e-05  2.063e-04   -0.484 0.628254    
## PC1237      -3.979e-04  2.128e-04   -1.870 0.061719 .  
## PC1238       9.819e-06  2.046e-04    0.048 0.961735    
## PC1239      -3.497e-05  2.094e-04   -0.167 0.867347    
## PC1240       1.345e-04  2.159e-04    0.623 0.533265    
## PC1241      -1.738e-04  2.076e-04   -0.837 0.402594    
## PC1242       3.474e-04  2.086e-04    1.665 0.095998 .  
## PC1243      -3.360e-04  2.090e-04   -1.607 0.108156    
## PC1244      -3.569e-04  2.048e-04   -1.743 0.081476 .  
## PC1245      -1.527e-04  2.086e-04   -0.732 0.464156    
## PC1246      -2.545e-04  2.170e-04   -1.172 0.241163    
## PC1247      -4.406e-05  2.111e-04   -0.209 0.834658    
## PC1248       2.907e-05  2.111e-04    0.138 0.890464    
## PC1249       1.703e-04  2.098e-04    0.812 0.417178    
## PC1250      -2.168e-04  2.065e-04   -1.050 0.293933    
## PC1251       1.140e-05  2.120e-04    0.054 0.957141    
## PC1252       1.906e-04  2.120e-04    0.899 0.368584    
## PC1253      -2.188e-04  2.106e-04   -1.039 0.299056    
## PC1254       3.160e-05  2.108e-04    0.150 0.880857    
## PC1255      -2.615e-04  2.036e-04   -1.284 0.199140    
## PC1256      -5.243e-04  2.112e-04   -2.483 0.013139 *  
## PC1257       1.621e-04  2.148e-04    0.754 0.450691    
## PC1258       1.734e-04  2.101e-04    0.825 0.409326    
## PC1259      -8.246e-05  2.127e-04   -0.388 0.698355    
## PC1260       3.934e-05  2.126e-04    0.185 0.853241    
## PC1261       1.256e-04  2.103e-04    0.597 0.550264    
## PC1262      -1.388e-04  2.144e-04   -0.648 0.517390    
## PC1263      -1.142e-04  2.073e-04   -0.551 0.581831    
## PC1264       1.654e-04  2.073e-04    0.798 0.425150    
## PC1265       3.839e-04  2.122e-04    1.809 0.070661 .  
## PC1266       2.976e-05  2.115e-04    0.141 0.888111    
## PC1267      -2.662e-05  2.120e-04   -0.126 0.900129    
## PC1268      -2.690e-04  2.079e-04   -1.294 0.195893    
## PC1269      -8.328e-06  2.137e-04   -0.039 0.968918    
## PC1270       3.257e-04  2.103e-04    1.549 0.121501    
## PC1271      -3.398e-04  2.078e-04   -1.635 0.102174    
## PC1272       1.313e-05  2.088e-04    0.063 0.949870    
## PC1273       5.026e-05  2.076e-04    0.242 0.808748    
## PC1274      -2.915e-04  2.103e-04   -1.386 0.165784    
## PC1275      -2.460e-04  2.105e-04   -1.168 0.242848    
## PC1276       1.033e-04  2.069e-04    0.499 0.617563    
## PC1277       1.844e-04  2.102e-04    0.877 0.380479    
## PC1278       2.728e-04  2.140e-04    1.275 0.202470    
## PC1279       3.590e-05  2.130e-04    0.169 0.866180    
## PC1280       2.900e-04  2.109e-04    1.375 0.169258    
## PC1281       2.085e-06  2.131e-04    0.010 0.992194    
## PC1282      -1.587e-04  2.139e-04   -0.742 0.458275    
## PC1283      -6.320e-05  2.139e-04   -0.295 0.767660    
## PC1284       1.648e-04  2.109e-04    0.781 0.434843    
## PC1285      -6.834e-05  2.139e-04   -0.320 0.749366    
## PC1286       2.242e-04  2.135e-04    1.050 0.293791    
## PC1287      -5.826e-05  2.112e-04   -0.276 0.782671    
## PC1288       1.420e-04  2.113e-04    0.672 0.501649    
## PC1289       5.918e-04  2.102e-04    2.816 0.004923 ** 
## PC1290       2.057e-04  2.103e-04    0.978 0.328157    
## PC1291      -4.322e-05  2.106e-04   -0.205 0.837449    
## PC1292      -3.124e-04  2.090e-04   -1.494 0.135226    
## PC1293      -4.975e-05  2.143e-04   -0.232 0.816459    
## PC1294       8.121e-05  2.095e-04    0.388 0.698272    
## PC1295       7.990e-05  2.115e-04    0.378 0.705607    
## PC1296       6.387e-05  2.073e-04    0.308 0.758094    
## PC1297      -9.862e-05  2.121e-04   -0.465 0.641987    
## PC1298       2.354e-04  2.097e-04    1.123 0.261656    
## PC1299      -4.897e-05  2.122e-04   -0.231 0.817547    
## PC1300      -3.981e-04  2.097e-04   -1.899 0.057779 .  
## PC1301      -1.123e-04  2.094e-04   -0.536 0.591693    
## PC1302       1.966e-04  2.078e-04    0.946 0.344220    
## PC1303       3.627e-04  2.121e-04    1.710 0.087383 .  
## PC1304      -1.517e-04  2.141e-04   -0.709 0.478531    
## PC1305      -3.392e-04  2.131e-04   -1.591 0.111701    
## PC1306      -1.494e-04  2.071e-04   -0.721 0.470903    
## PC1307       1.447e-04  2.123e-04    0.681 0.495818    
## PC1308      -1.458e-04  2.145e-04   -0.680 0.496667    
## PC1309       4.183e-04  2.051e-04    2.039 0.041595 *  
## PC1310       1.254e-04  2.089e-04    0.600 0.548433    
## PC1311       2.575e-04  2.117e-04    1.216 0.224031    
## PC1312      -1.041e-04  2.132e-04   -0.488 0.625272    
## PC1313       1.563e-04  2.082e-04    0.751 0.452749    
## PC1314       2.342e-04  2.134e-04    1.097 0.272600    
## PC1315      -6.323e-05  2.074e-04   -0.305 0.760564    
## PC1316      -1.775e-04  2.111e-04   -0.841 0.400608    
## PC1317      -1.728e-04  2.122e-04   -0.814 0.415583    
## PC1318       7.501e-05  2.119e-04    0.354 0.723419    
## PC1319      -1.665e-04  2.156e-04   -0.772 0.440260    
## PC1320      -1.135e-04  2.126e-04   -0.534 0.593566    
## PC1321       1.933e-04  2.118e-04    0.913 0.361457    
## PC1322       4.769e-05  2.104e-04    0.227 0.820677    
## PC1323       2.057e-04  2.100e-04    0.980 0.327444    
## PC1324      -3.885e-06  2.119e-04   -0.018 0.985371    
## PC1325      -3.132e-05  2.126e-04   -0.147 0.882886    
## PC1326       6.754e-05  2.111e-04    0.320 0.749040    
## PC1327      -2.790e-04  2.100e-04   -1.329 0.184100    
## PC1328      -1.745e-04  2.115e-04   -0.825 0.409602    
## PC1329      -1.420e-04  2.134e-04   -0.666 0.505798    
## PC1330       1.010e-04  2.119e-04    0.476 0.633837    
## PC1331      -2.305e-04  2.095e-04   -1.100 0.271563    
## PC1332      -5.671e-05  2.134e-04   -0.266 0.790469    
## PC1333      -9.855e-05  2.086e-04   -0.472 0.636647    
## PC1334      -2.494e-04  2.102e-04   -1.186 0.235612    
## PC1335      -1.236e-04  2.113e-04   -0.585 0.558711    
## PC1336      -9.380e-05  2.084e-04   -0.450 0.652643    
## PC1337      -2.208e-04  2.127e-04   -1.038 0.299413    
## PC1338      -1.515e-04  2.172e-04   -0.697 0.485601    
## PC1339      -3.523e-04  2.072e-04   -1.700 0.089256 .  
## PC1340       2.872e-04  2.103e-04    1.366 0.172122    
## PC1341      -4.526e-04  2.090e-04   -2.166 0.030445 *  
## PC1342      -9.238e-05  2.114e-04   -0.437 0.662212    
## PC1343      -5.499e-04  2.133e-04   -2.578 0.010007 *  
## PC1344       4.775e-04  2.144e-04    2.227 0.026044 *  
## PC1345      -2.036e-05  2.091e-04   -0.097 0.922438    
## PC1346      -9.984e-05  2.134e-04   -0.468 0.639881    
## PC1347      -1.180e-04  2.120e-04   -0.557 0.577918    
## PC1348      -2.982e-04  2.108e-04   -1.415 0.157314    
## PC1349      -1.637e-04  2.135e-04   -0.767 0.443469    
## PC1350       1.099e-04  2.132e-04    0.515 0.606390    
## PC1351       1.045e-04  2.138e-04    0.489 0.624992    
## PC1352       3.428e-04  2.133e-04    1.608 0.108084    
## PC1353      -1.558e-04  2.136e-04   -0.729 0.465837    
## PC1354       1.001e-04  2.097e-04    0.477 0.633157    
## PC1355      -1.911e-04  2.075e-04   -0.921 0.357106    
## PC1356      -4.297e-05  2.161e-04   -0.199 0.842436    
## PC1357      -7.085e-05  2.134e-04   -0.332 0.739963    
## PC1358       1.833e-04  2.125e-04    0.862 0.388675    
## PC1359       1.555e-04  2.088e-04    0.745 0.456536    
## PC1360       3.737e-04  2.125e-04    1.758 0.078863 .  
## PC1361       2.127e-05  2.103e-04    0.101 0.919442    
## PC1362      -1.056e-04  2.121e-04   -0.498 0.618852    
## PC1363       1.935e-04  2.066e-04    0.937 0.349069    
## PC1364       2.999e-04  2.104e-04    1.426 0.154122    
## PC1365      -2.166e-04  2.167e-04   -0.999 0.317818    
## PC1366      -4.804e-05  2.102e-04   -0.228 0.819300    
## PC1367       1.540e-04  2.170e-04    0.710 0.477959    
## PC1368      -2.084e-05  2.118e-04   -0.098 0.921660    
## PC1369      -7.454e-05  2.122e-04   -0.351 0.725400    
## PC1370       1.299e-04  2.109e-04    0.616 0.537953    
## PC1371      -5.114e-04  2.150e-04   -2.379 0.017473 *  
## PC1372      -1.626e-05  2.175e-04   -0.075 0.940414    
## PC1373       2.242e-04  2.127e-04    1.054 0.291959    
## PC1374       2.830e-04  2.163e-04    1.308 0.190911    
## PC1375      -1.879e-04  2.137e-04   -0.879 0.379458    
## PC1376       1.144e-04  2.127e-04    0.538 0.590635    
## PC1377      -9.790e-05  2.131e-04   -0.459 0.646074    
## PC1378       1.774e-04  2.116e-04    0.838 0.401961    
## PC1379       4.626e-04  2.148e-04    2.153 0.031420 *  
## PC1380      -1.754e-04  2.173e-04   -0.807 0.419631    
## PC1381       5.707e-05  2.154e-04    0.265 0.791044    
## PC1382      -2.071e-04  2.108e-04   -0.983 0.325855    
## PC1383      -2.836e-04  2.085e-04   -1.360 0.173869    
## PC1384      -2.009e-04  2.144e-04   -0.937 0.348976    
## PC1385       6.794e-05  2.157e-04    0.315 0.752779    
## PC1386      -1.052e-05  2.184e-04   -0.048 0.961588    
## PC1387       2.285e-04  2.197e-04    1.040 0.298593    
## PC1388      -2.147e-04  2.099e-04   -1.023 0.306567    
## PC1389       2.644e-05  2.110e-04    0.125 0.900285    
## PC1390       2.135e-04  2.100e-04    1.017 0.309462    
## PC1391       7.785e-05  2.121e-04    0.367 0.713668    
## PC1392       1.573e-04  2.105e-04    0.747 0.455002    
## PC1393      -3.652e-04  2.119e-04   -1.724 0.084932 .  
## PC1394      -9.808e-05  2.149e-04   -0.456 0.648137    
## PC1395      -1.956e-04  2.089e-04   -0.936 0.349221    
## PC1396      -3.051e-04  2.178e-04   -1.401 0.161452    
## PC1397       2.239e-04  2.160e-04    1.036 0.300113    
## PC1398      -3.740e-04  2.146e-04   -1.743 0.081552 .  
## PC1399       2.613e-04  2.185e-04    1.196 0.231902    
## PC1400      -3.616e-04  2.155e-04   -1.678 0.093518 .  
## PC1401      -2.149e-04  2.177e-04   -0.987 0.323753    
## PC1402      -1.037e-04  2.194e-04   -0.473 0.636618    
## PC1403      -2.552e-05  2.142e-04   -0.119 0.905188    
## PC1404      -2.149e-05  2.127e-04   -0.101 0.919562    
## PC1405      -2.509e-04  2.211e-04   -1.134 0.256765    
## PC1406      -1.219e-04  2.179e-04   -0.560 0.575883    
## PC1407       7.903e-06  2.133e-04    0.037 0.970451    
## PC1408      -1.497e-04  2.141e-04   -0.699 0.484527    
## PC1409      -5.849e-04  2.109e-04   -2.774 0.005596 ** 
## PC1410       2.956e-05  2.081e-04    0.142 0.887026    
## PC1411       2.960e-05  2.126e-04    0.139 0.889326    
## PC1412       5.930e-05  2.154e-04    0.275 0.783081    
## PC1413      -6.887e-05  2.102e-04   -0.328 0.743207    
## PC1414      -1.658e-04  2.141e-04   -0.774 0.438861    
## PC1415       7.177e-05  2.151e-04    0.334 0.738744    
## PC1416      -1.732e-04  2.192e-04   -0.790 0.429575    
## PC1417       4.364e-05  2.128e-04    0.205 0.837565    
## PC1418       8.015e-05  2.134e-04    0.376 0.707271    
## PC1419      -1.111e-04  2.197e-04   -0.506 0.613099    
## PC1420      -4.698e-04  2.160e-04   -2.176 0.029726 *  
## PC1421       3.124e-04  2.109e-04    1.481 0.138842    
## PC1422       1.726e-06  2.136e-04    0.008 0.993553    
## PC1423       3.562e-04  2.170e-04    1.641 0.100886    
## PC1424       9.453e-05  2.124e-04    0.445 0.656327    
## PC1425      -6.660e-06  2.106e-04   -0.032 0.974779    
## PC1426       2.950e-04  2.111e-04    1.398 0.162363    
## PC1427       1.150e-04  2.119e-04    0.543 0.587321    
## PC1428       8.015e-06  2.118e-04    0.038 0.969811    
## PC1429       3.018e-04  2.195e-04    1.375 0.169367    
## PC1430       1.457e-04  2.174e-04    0.670 0.502718    
## PC1431       7.510e-05  2.175e-04    0.345 0.729955    
## PC1432      -2.952e-04  2.131e-04   -1.386 0.166040    
## PC1433       5.498e-04  2.155e-04    2.551 0.010831 *  
## PC1434      -1.286e-04  2.133e-04   -0.603 0.546720    
## PC1435       2.333e-04  2.174e-04    1.073 0.283444    
## PC1436       9.595e-05  2.121e-04    0.452 0.651123    
## PC1437      -2.949e-04  2.144e-04   -1.375 0.169179    
## PC1438       5.074e-05  2.143e-04    0.237 0.812842    
## PC1439      -2.039e-04  2.168e-04   -0.941 0.347042    
## PC1440      -8.763e-05  2.072e-04   -0.423 0.672463    
## PC1441       6.550e-05  2.133e-04    0.307 0.758845    
## PC1442       3.424e-05  2.154e-04    0.159 0.873721    
## PC1443       1.481e-04  2.154e-04    0.687 0.491888    
## PC1444       2.983e-04  2.198e-04    1.357 0.174849    
## PC1445       3.021e-06  2.126e-04    0.014 0.988662    
## PC1446      -8.458e-05  2.129e-04   -0.397 0.691261    
## PC1447       5.679e-05  2.125e-04    0.267 0.789338    
## PC1448       7.469e-04  2.117e-04    3.528 0.000430 ***
## PC1449       7.754e-05  2.152e-04    0.360 0.718693    
## PC1450      -1.617e-04  2.137e-04   -0.757 0.449367    
## PC1451       4.944e-05  2.180e-04    0.227 0.820561    
## PC1452      -3.682e-04  2.130e-04   -1.729 0.084039 .  
## PC1453      -5.744e-05  2.180e-04   -0.263 0.792204    
## PC1454       6.299e-05  2.165e-04    0.291 0.771122    
## PC1455      -3.765e-06  2.142e-04   -0.018 0.985979    
## PC1456      -3.913e-04  2.121e-04   -1.845 0.065261 .  
## PC1457      -5.725e-04  2.180e-04   -2.626 0.008707 ** 
## PC1458       5.235e-05  2.150e-04    0.243 0.807674    
## PC1459      -7.718e-05  2.121e-04   -0.364 0.715999    
## PC1460       2.420e-04  2.128e-04    1.137 0.255634    
## PC1461      -1.459e-04  2.172e-04   -0.672 0.501869    
## PC1462       3.299e-04  2.187e-04    1.508 0.131625    
## PC1463       1.833e-04  2.121e-04    0.864 0.387472    
## PC1464      -4.422e-05  2.132e-04   -0.207 0.835748    
## PC1465      -2.010e-04  2.169e-04   -0.927 0.354235    
## PC1466      -1.757e-05  2.228e-04   -0.079 0.937159    
## PC1467       1.731e-05  2.124e-04    0.081 0.935073    
## PC1468      -3.658e-05  2.157e-04   -0.170 0.865371    
## PC1469      -5.305e-05  2.162e-04   -0.245 0.806229    
## PC1470       3.011e-04  2.152e-04    1.399 0.161843    
## PC1471      -3.291e-04  2.176e-04   -1.513 0.130581    
## PC1472       2.106e-04  2.161e-04    0.975 0.329898    
## PC1473       3.847e-04  2.207e-04    1.743 0.081465 .  
## PC1474      -1.138e-04  2.145e-04   -0.531 0.595671    
## PC1475       3.201e-05  2.194e-04    0.146 0.884022    
## PC1476      -1.946e-04  2.146e-04   -0.907 0.364620    
## PC1477       2.396e-04  2.130e-04    1.125 0.260694    
## PC1478      -3.243e-05  2.190e-04   -0.148 0.882303    
## PC1479       8.233e-05  2.163e-04    0.381 0.703581    
## PC1480      -7.966e-05  2.170e-04   -0.367 0.713609    
## PC1481       7.516e-05  2.178e-04    0.345 0.730060    
## PC1482      -2.758e-06  2.138e-04   -0.013 0.989707    
## PC1483      -4.477e-04  2.181e-04   -2.053 0.040214 *  
## PC1484      -6.891e-05  2.204e-04   -0.313 0.754511    
## PC1485       8.950e-05  2.153e-04    0.416 0.677706    
## PC1486      -2.122e-04  2.122e-04   -1.000 0.317352    
## PC1487       1.698e-04  2.174e-04    0.781 0.434845    
## PC1488       3.185e-04  2.109e-04    1.510 0.131182    
## PC1489       9.032e-05  2.139e-04    0.422 0.672927    
## PC1490      -1.954e-04  2.126e-04   -0.919 0.358198    
## PC1491      -3.565e-05  2.162e-04   -0.165 0.869055    
## PC1492      -1.642e-04  2.179e-04   -0.754 0.451170    
## PC1493      -9.604e-05  2.129e-04   -0.451 0.652051    
## PC1494       1.049e-04  2.156e-04    0.487 0.626480    
## PC1495       4.343e-04  2.198e-04    1.976 0.048286 *  
## PC1496       5.473e-05  2.090e-04    0.262 0.793480    
## PC1497       1.824e-04  2.173e-04    0.839 0.401483    
## PC1498      -1.072e-05  2.173e-04   -0.049 0.960651    
## PC1499      -1.695e-04  2.161e-04   -0.784 0.432970    
## PC1500      -7.282e-05  2.185e-04   -0.333 0.738925    
## PC1501       4.283e-04  2.192e-04    1.954 0.050891 .  
## PC1502       2.305e-05  2.137e-04    0.108 0.914085    
## PC1503      -1.082e-04  2.147e-04   -0.504 0.614204    
## PC1504       2.676e-04  2.158e-04    1.240 0.215192    
## PC1505      -3.290e-05  2.121e-04   -0.155 0.876745    
## PC1506       3.018e-04  2.164e-04    1.395 0.163335    
## PC1507       5.507e-05  2.201e-04    0.250 0.802444    
## PC1508      -5.063e-06  2.156e-04   -0.023 0.981268    
## PC1509       1.538e-04  2.138e-04    0.719 0.471983    
## PC1510       2.715e-04  2.199e-04    1.235 0.217152    
## PC1511      -2.335e-04  2.189e-04   -1.067 0.286189    
## PC1512       2.681e-04  2.210e-04    1.213 0.225252    
## PC1513      -1.183e-04  2.198e-04   -0.538 0.590333    
## PC1514      -8.689e-05  2.174e-04   -0.400 0.689469    
## PC1515       3.905e-04  2.162e-04    1.806 0.071099 .  
## PC1516      -2.408e-04  2.128e-04   -1.132 0.257966    
## PC1517       1.943e-04  2.129e-04    0.913 0.361468    
## PC1518       6.800e-05  2.122e-04    0.320 0.748641    
## PC1519      -3.840e-04  2.199e-04   -1.746 0.080910 .  
## PC1520      -4.702e-05  2.145e-04   -0.219 0.826525    
## PC1521       6.118e-04  2.155e-04    2.839 0.004578 ** 
## PC1522      -1.045e-04  2.195e-04   -0.476 0.634089    
## PC1523       3.143e-04  2.188e-04    1.436 0.151046    
## PC1524       9.574e-05  2.209e-04    0.433 0.664760    
## PC1525      -3.137e-04  2.187e-04   -1.434 0.151728    
## PC1526       1.293e-04  2.184e-04    0.592 0.553739    
## PC1527      -1.837e-04  2.133e-04   -0.861 0.389153    
## PC1528       6.521e-04  2.131e-04    3.061 0.002243 ** 
## PC1529       9.340e-05  2.204e-04    0.424 0.671728    
## PC1530       1.514e-04  2.157e-04    0.702 0.482885    
## PC1531       2.365e-04  2.196e-04    1.077 0.281624    
## PC1532      -6.251e-04  2.188e-04   -2.857 0.004327 ** 
## PC1533       3.072e-04  2.166e-04    1.418 0.156308    
## PC1534       2.792e-04  2.188e-04    1.276 0.201956    
## PC1535      -4.331e-04  2.190e-04   -1.977 0.048154 *  
## PC1536      -4.048e-04  2.216e-04   -1.827 0.067877 .  
## PC1537      -1.006e-05  2.152e-04   -0.047 0.962734    
## PC1538       2.012e-05  2.191e-04    0.092 0.926872    
## PC1539      -8.082e-05  2.170e-04   -0.372 0.709623    
## PC1540      -9.894e-05  2.166e-04   -0.457 0.647853    
## PC1541      -7.694e-05  2.133e-04   -0.361 0.718336    
## PC1542      -2.286e-04  2.131e-04   -1.073 0.283571    
## PC1543       3.046e-04  2.165e-04    1.407 0.159687    
## PC1544      -5.959e-05  2.177e-04   -0.274 0.784303    
## PC1545       2.823e-04  2.204e-04    1.281 0.200313    
## PC1546      -1.479e-04  2.135e-04   -0.693 0.488673    
## PC1547       2.809e-04  2.136e-04    1.315 0.188682    
## PC1548       4.931e-05  2.196e-04    0.224 0.822402    
## PC1549      -1.394e-04  2.189e-04   -0.637 0.524352    
## PC1550      -4.770e-05  2.157e-04   -0.221 0.825019    
## PC1551      -2.225e-04  2.204e-04   -1.010 0.312831    
## PC1552       6.299e-05  2.191e-04    0.288 0.773751    
## PC1553       2.174e-04  2.170e-04    1.002 0.316473    
## PC1554       2.391e-04  2.173e-04    1.100 0.271288    
## PC1555       2.396e-04  2.150e-04    1.115 0.265131    
## PC1556      -1.779e-04  2.165e-04   -0.822 0.411430    
## PC1557       2.756e-04  2.184e-04    1.262 0.207265    
## PC1558      -9.021e-05  2.213e-04   -0.408 0.683641    
## PC1559       4.094e-04  2.150e-04    1.904 0.057044 .  
## PC1560       3.978e-04  2.229e-04    1.785 0.074495 .  
## PC1561       2.085e-04  2.212e-04    0.943 0.345986    
## PC1562       1.710e-04  2.170e-04    0.788 0.430865    
## PC1563      -2.956e-04  2.207e-04   -1.339 0.180607    
## PC1564      -1.433e-04  2.189e-04   -0.655 0.512660    
## PC1565       5.411e-05  2.162e-04    0.250 0.802406    
## PC1566      -1.595e-04  2.199e-04   -0.725 0.468520    
## PC1567      -8.010e-05  2.161e-04   -0.371 0.710911    
## PC1568      -2.198e-05  2.171e-04   -0.101 0.919359    
## PC1569       3.736e-04  2.153e-04    1.736 0.082796 .  
## PC1570       6.246e-04  2.165e-04    2.886 0.003953 ** 
## PC1571      -5.072e-05  2.134e-04   -0.238 0.812194    
## PC1572       2.796e-05  2.198e-04    0.127 0.898820    
## PC1573      -4.065e-05  2.198e-04   -0.185 0.853343    
## PC1574       1.711e-04  2.178e-04    0.786 0.432121    
## PC1575      -4.115e-05  2.193e-04   -0.188 0.851179    
## PC1576       4.430e-05  2.182e-04    0.203 0.839136    
## PC1577      -2.800e-04  2.143e-04   -1.307 0.191486    
## PC1578       1.605e-04  2.198e-04    0.730 0.465305    
## PC1579      -1.948e-04  2.199e-04   -0.886 0.375817    
## PC1580      -1.612e-04  2.152e-04   -0.749 0.453958    
## PC1581      -3.547e-04  2.191e-04   -1.619 0.105700    
## PC1582      -9.949e-05  2.156e-04   -0.461 0.644537    
## PC1583       2.296e-04  2.154e-04    1.066 0.286650    
## PC1584      -1.986e-04  2.203e-04   -0.901 0.367460    
## PC1585      -5.281e-05  2.169e-04   -0.243 0.807691    
## PC1586      -3.122e-04  2.160e-04   -1.445 0.148519    
## PC1587      -5.625e-06  2.175e-04   -0.026 0.979365    
## PC1588       2.259e-05  2.176e-04    0.104 0.917328    
## PC1589      -1.401e-04  2.217e-04   -0.632 0.527624    
## PC1590       1.573e-04  2.232e-04    0.704 0.481260    
## PC1591      -1.203e-04  2.165e-04   -0.556 0.578603    
## PC1592       1.065e-04  2.183e-04    0.488 0.625685    
## PC1593      -3.106e-04  2.194e-04   -1.416 0.157049    
## PC1594      -4.727e-05  2.190e-04   -0.216 0.829128    
## PC1595       9.012e-05  2.186e-04    0.412 0.680209    
## PC1596      -6.719e-05  2.197e-04   -0.306 0.759725    
## PC1597      -1.898e-04  2.138e-04   -0.888 0.374659    
## PC1598      -1.268e-04  2.216e-04   -0.572 0.567170    
## PC1599       3.461e-04  2.211e-04    1.566 0.117614    
## PC1600      -1.286e-04  2.221e-04   -0.579 0.562572    
## PC1601      -5.847e-05  2.156e-04   -0.271 0.786240    
## PC1602       4.823e-05  2.198e-04    0.219 0.826289    
## PC1603       2.494e-04  2.170e-04    1.149 0.250656    
## PC1604      -3.021e-04  2.257e-04   -1.338 0.180938    
## PC1605      -8.296e-06  2.193e-04   -0.038 0.969826    
## PC1606      -6.981e-05  2.198e-04   -0.318 0.750858    
## PC1607       1.253e-04  2.211e-04    0.567 0.571049    
## PC1608       2.484e-04  2.167e-04    1.146 0.251813    
## PC1609       1.350e-04  2.200e-04    0.614 0.539529    
## PC1610      -1.447e-05  2.213e-04   -0.065 0.947860    
## PC1611      -4.520e-04  2.209e-04   -2.046 0.040902 *  
## PC1612      -4.149e-05  2.217e-04   -0.187 0.851608    
## PC1613       6.725e-05  2.177e-04    0.309 0.757393    
## PC1614       1.825e-04  2.147e-04    0.850 0.395281    
## PC1615      -2.032e-04  2.195e-04   -0.926 0.354726    
## PC1616      -2.494e-04  2.207e-04   -1.130 0.258430    
## PC1617      -3.049e-04  2.218e-04   -1.375 0.169323    
## PC1618      -1.581e-05  2.186e-04   -0.072 0.942363    
## PC1619       3.383e-05  2.139e-04    0.158 0.874336    
## PC1620      -1.961e-04  2.183e-04   -0.898 0.369130    
## PC1621       2.353e-04  2.165e-04    1.087 0.277265    
## PC1622      -2.726e-05  2.208e-04   -0.123 0.901741    
## PC1623       1.251e-04  2.236e-04    0.559 0.575944    
## PC1624       3.035e-04  2.252e-04    1.348 0.177878    
## PC1625      -1.488e-04  2.210e-04   -0.673 0.500929    
## PC1626       2.110e-04  2.267e-04    0.931 0.352017    
## PC1627      -1.382e-04  2.224e-04   -0.621 0.534372    
## PC1628       3.061e-04  2.216e-04    1.382 0.167222    
## PC1629       2.495e-04  2.191e-04    1.139 0.254888    
## PC1630       7.735e-05  2.175e-04    0.356 0.722138    
## PC1631       2.398e-04  2.219e-04    1.081 0.280044    
## PC1632      -8.550e-05  2.196e-04   -0.389 0.697118    
## PC1633       3.007e-05  2.169e-04    0.139 0.889764    
## PC1634      -4.729e-05  2.274e-04   -0.208 0.835332    
## PC1635      -4.135e-06  2.196e-04   -0.019 0.984979    
## PC1636       1.370e-04  2.222e-04    0.616 0.537654    
## PC1637       1.002e-04  2.199e-04    0.456 0.648586    
## PC1638       7.849e-05  2.217e-04    0.354 0.723302    
## PC1639       3.217e-04  2.203e-04    1.461 0.144269    
## PC1640      -1.172e-04  2.217e-04   -0.529 0.597078    
## PC1641       5.532e-05  2.195e-04    0.252 0.801026    
## PC1642      -9.287e-05  2.182e-04   -0.426 0.670378    
## PC1643       7.384e-05  2.215e-04    0.333 0.738927    
## PC1644      -7.739e-05  2.178e-04   -0.355 0.722354    
## PC1645      -1.406e-05  2.204e-04   -0.064 0.949155    
## PC1646       7.067e-05  2.168e-04    0.326 0.744490    
## PC1647       2.257e-04  2.177e-04    1.037 0.299986    
## PC1648       3.395e-05  2.212e-04    0.154 0.878018    
## PC1649       2.133e-04  2.229e-04    0.957 0.338661    
## PC1650      -1.197e-04  2.302e-04   -0.520 0.603271    
## PC1651       2.330e-04  2.193e-04    1.063 0.288102    
## PC1652      -3.215e-04  2.239e-04   -1.436 0.151247    
## PC1653       2.032e-04  2.223e-04    0.914 0.360778    
## PC1654      -3.475e-04  2.198e-04   -1.581 0.114034    
## PC1655       2.476e-04  2.261e-04    1.095 0.273603    
## PC1656       1.662e-04  2.194e-04    0.758 0.448717    
## PC1657       3.651e-04  2.220e-04    1.644 0.100269    
## PC1658       5.957e-05  2.214e-04    0.269 0.787941    
## PC1659       3.160e-04  2.196e-04    1.439 0.150370    
## PC1660       3.783e-04  2.218e-04    1.705 0.088305 .  
## PC1661      -1.905e-04  2.180e-04   -0.874 0.382435    
## PC1662      -2.225e-05  2.195e-04   -0.101 0.919263    
## PC1663       6.583e-05  2.208e-04    0.298 0.765604    
## PC1664       7.576e-05  2.213e-04    0.342 0.732127    
## PC1665       9.619e-05  2.191e-04    0.439 0.660660    
## PC1666       1.477e-04  2.221e-04    0.665 0.505979    
## PC1667      -5.238e-05  2.167e-04   -0.242 0.809041    
## PC1668       1.609e-04  2.210e-04    0.728 0.466638    
## PC1669      -7.563e-05  2.203e-04   -0.343 0.731382    
## PC1670      -8.875e-05  2.269e-04   -0.391 0.695689    
## PC1671       2.053e-04  2.191e-04    0.937 0.348753    
## PC1672       2.137e-04  2.230e-04    0.958 0.338075    
## PC1673      -1.677e-04  2.202e-04   -0.761 0.446596    
## PC1674       2.570e-04  2.214e-04    1.161 0.245894    
## PC1675      -2.402e-04  2.207e-04   -1.089 0.276464    
## PC1676       2.173e-04  2.219e-04    0.979 0.327512    
## PC1677      -3.071e-04  2.196e-04   -1.398 0.162160    
## PC1678       2.955e-04  2.200e-04    1.343 0.179427    
## PC1679       3.740e-05  2.201e-04    0.170 0.865065    
## PC1680       2.151e-04  2.238e-04    0.961 0.336766    
## PC1681      -1.614e-04  2.259e-04   -0.714 0.475149    
## PC1682      -2.341e-04  2.207e-04   -1.061 0.288889    
## PC1683      -1.283e-05  2.191e-04   -0.059 0.953320    
## PC1684      -6.016e-05  2.165e-04   -0.278 0.781186    
## PC1685      -8.388e-05  2.209e-04   -0.380 0.704177    
## PC1686       3.973e-05  2.185e-04    0.182 0.855773    
## PC1687      -2.738e-05  2.186e-04   -0.125 0.900332    
## PC1688       2.021e-04  2.208e-04    0.915 0.360199    
## PC1689      -8.040e-05  2.228e-04   -0.361 0.718261    
## PC1690      -1.132e-05  2.222e-04   -0.051 0.959380    
## PC1691      -1.315e-04  2.233e-04   -0.589 0.556104    
## PC1692      -1.047e-04  2.208e-04   -0.474 0.635307    
## PC1693       1.238e-04  2.232e-04    0.555 0.579169    
## PC1694      -2.825e-04  2.250e-04   -1.255 0.209471    
## PC1695       1.261e-04  2.214e-04    0.569 0.569105    
## PC1696      -1.609e-04  2.243e-04   -0.717 0.473256    
## PC1697      -4.031e-04  2.141e-04   -1.883 0.059869 .  
## PC1698       2.776e-04  2.233e-04    1.243 0.214076    
## PC1699      -1.601e-04  2.210e-04   -0.725 0.468819    
## PC1700       7.051e-05  2.290e-04    0.308 0.758171    
## PC1701      -2.916e-05  2.196e-04   -0.133 0.894401    
## PC1702       1.060e-04  2.203e-04    0.481 0.630332    
## PC1703       5.722e-05  2.222e-04    0.258 0.796821    
## PC1704      -1.951e-04  2.232e-04   -0.874 0.382129    
## PC1705      -1.649e-04  2.269e-04   -0.726 0.467652    
## PC1706      -8.976e-05  2.167e-04   -0.414 0.678745    
## PC1707       2.658e-04  2.158e-04    1.232 0.218167    
## PC1708      -1.678e-04  2.219e-04   -0.756 0.449644    
## PC1709       2.815e-04  2.214e-04    1.271 0.203751    
## PC1710       6.358e-05  2.214e-04    0.287 0.773997    
## PC1711       7.440e-05  2.169e-04    0.343 0.731597    
## PC1712       2.480e-05  2.210e-04    0.112 0.910650    
## PC1713      -2.794e-04  2.203e-04   -1.268 0.204875    
## PC1714      -1.382e-04  2.213e-04   -0.624 0.532601    
## PC1715       1.988e-04  2.216e-04    0.897 0.369857    
## PC1716       3.162e-04  2.203e-04    1.435 0.151359    
## PC1717       6.249e-05  2.227e-04    0.281 0.779097    
## PC1718      -5.273e-05  2.205e-04   -0.239 0.811042    
## PC1719       1.524e-04  2.202e-04    0.692 0.488926    
## PC1720      -2.516e-04  2.236e-04   -1.125 0.260572    
## PC1721       1.501e-04  2.194e-04    0.684 0.494086    
## PC1722       3.047e-04  2.215e-04    1.376 0.169084    
## PC1723       4.371e-04  2.243e-04    1.948 0.051549 .  
## PC1724       1.653e-04  2.300e-04    0.719 0.472398    
## PC1725       1.002e-05  2.220e-04    0.045 0.963995    
## PC1726       2.872e-05  2.193e-04    0.131 0.895808    
## PC1727       3.448e-04  2.240e-04    1.539 0.123892    
## PC1728      -4.808e-04  2.260e-04   -2.128 0.033502 *  
## PC1729      -2.597e-04  2.215e-04   -1.172 0.241166    
## PC1730      -1.865e-04  2.263e-04   -0.824 0.409807    
## PC1731      -5.539e-05  2.220e-04   -0.250 0.802971    
## PC1732       1.461e-04  2.206e-04    0.663 0.507719    
## PC1733       2.521e-04  2.231e-04    1.130 0.258568    
## PC1734       2.332e-04  2.223e-04    1.049 0.294307    
## PC1735       1.196e-04  2.255e-04    0.530 0.595975    
## PC1736      -3.626e-04  2.254e-04   -1.608 0.107910    
## PC1737       6.996e-04  2.237e-04    3.127 0.001793 ** 
## PC1738      -8.615e-05  2.197e-04   -0.392 0.695010    
## PC1739       2.285e-04  2.202e-04    1.038 0.299430    
## PC1740       7.884e-05  2.248e-04    0.351 0.725838    
## PC1741      -3.442e-04  2.215e-04   -1.554 0.120367    
## PC1742       1.003e-04  2.230e-04    0.450 0.652893    
## PC1743      -9.696e-05  2.230e-04   -0.435 0.663816    
## PC1744       5.639e-05  2.268e-04    0.249 0.803656    
## PC1745      -3.338e-04  2.235e-04   -1.494 0.135479    
## PC1746      -2.209e-04  2.276e-04   -0.971 0.331856    
## PC1747       1.567e-04  2.284e-04    0.686 0.492715    
## PC1748       1.748e-04  2.216e-04    0.789 0.430171    
## PC1749       8.578e-06  2.217e-04    0.039 0.969140    
## PC1750      -4.157e-04  2.234e-04   -1.861 0.062900 .  
## PC1751      -1.759e-04  2.180e-04   -0.807 0.420008    
## PC1752       6.983e-05  2.290e-04    0.305 0.760463    
## PC1753       2.639e-04  2.251e-04    1.173 0.241106    
## PC1754       2.459e-04  2.222e-04    1.107 0.268658    
## PC1755      -3.405e-04  2.253e-04   -1.511 0.130909    
## PC1756       2.448e-04  2.260e-04    1.083 0.278839    
## PC1757       1.393e-06  2.253e-04    0.006 0.995067    
## PC1758       1.824e-04  2.223e-04    0.820 0.412203    
## PC1759       1.538e-04  2.278e-04    0.675 0.499675    
## PC1760      -1.812e-04  2.196e-04   -0.825 0.409315    
## PC1761      -7.567e-05  2.241e-04   -0.338 0.735628    
## PC1762       8.278e-05  2.244e-04    0.369 0.712226    
## PC1763       2.468e-04  2.243e-04    1.100 0.271319    
## PC1764       2.845e-04  2.220e-04    1.281 0.200340    
## PC1765       1.367e-04  2.197e-04    0.622 0.533739    
## PC1766       1.914e-04  2.220e-04    0.862 0.388653    
## PC1767      -1.156e-04  2.213e-04   -0.522 0.601437    
## PC1768      -8.530e-05  2.257e-04   -0.378 0.705512    
## PC1769      -9.550e-05  2.254e-04   -0.424 0.671812    
## PC1770      -2.935e-05  2.205e-04   -0.133 0.894115    
## PC1771      -2.462e-05  2.258e-04   -0.109 0.913189    
## PC1772      -3.622e-04  2.226e-04   -1.627 0.103851    
## PC1773       4.914e-04  2.216e-04    2.217 0.026747 *  
## PC1774      -2.328e-04  2.252e-04   -1.034 0.301495    
## PC1775       9.531e-05  2.268e-04    0.420 0.674331    
## PC1776      -3.256e-05  2.236e-04   -0.146 0.884232    
## PC1777      -1.873e-04  2.167e-04   -0.864 0.387507    
## PC1778      -9.939e-06  2.218e-04   -0.045 0.964267    
## PC1779       2.460e-04  2.221e-04    1.108 0.268179    
## PC1780       2.422e-04  2.242e-04    1.081 0.280037    
## PC1781       5.295e-04  2.254e-04    2.349 0.018913 *  
## PC1782      -1.374e-04  2.238e-04   -0.614 0.539420    
## PC1783       2.141e-04  2.247e-04    0.953 0.340713    
## PC1784       2.030e-04  2.258e-04    0.899 0.368807    
## PC1785      -1.874e-04  2.243e-04   -0.836 0.403536    
## PC1786      -1.841e-04  2.239e-04   -0.822 0.410938    
## PC1787       1.767e-04  2.247e-04    0.786 0.431874    
## PC1788      -6.076e-05  2.249e-04   -0.270 0.787062    
## PC1789      -2.255e-04  2.207e-04   -1.022 0.307024    
## PC1790      -3.704e-04  2.257e-04   -1.641 0.100926    
## PC1791      -3.959e-05  2.256e-04   -0.175 0.860745    
## PC1792      -1.331e-04  2.260e-04   -0.589 0.555928    
## PC1793       2.380e-04  2.217e-04    1.074 0.283087    
## PC1794      -5.544e-05  2.241e-04   -0.247 0.804655    
## PC1795       1.261e-04  2.268e-04    0.556 0.578399    
## PC1796      -5.438e-04  2.273e-04   -2.393 0.016832 *  
## PC1797       1.404e-04  2.246e-04    0.625 0.531845    
## PC1798      -1.338e-04  2.331e-04   -0.574 0.566062    
## PC1799       1.510e-04  2.232e-04    0.677 0.498791    
## PC1800       4.722e-04  2.274e-04    2.077 0.037986 *  
## PC1801       2.629e-04  2.230e-04    1.179 0.238436    
## PC1802      -3.085e-04  2.259e-04   -1.366 0.172146    
## PC1803       1.347e-04  2.259e-04    0.596 0.551183    
## PC1804       5.652e-04  2.273e-04    2.486 0.013007 *  
## PC1805      -1.998e-05  2.246e-04   -0.089 0.929113    
## PC1806      -1.787e-04  2.284e-04   -0.783 0.433960    
## PC1807      -4.096e-04  2.296e-04   -1.783 0.074682 .  
## PC1808      -5.428e-04  2.264e-04   -2.397 0.016615 *  
## PC1809       1.044e-04  2.224e-04    0.469 0.638990    
## PC1810       2.588e-04  2.250e-04    1.150 0.250230    
## PC1811      -2.094e-04  2.265e-04   -0.925 0.355334    
## PC1812      -1.250e-04  2.263e-04   -0.552 0.580971    
## PC1813      -8.095e-05  2.246e-04   -0.360 0.718595    
## PC1814       2.042e-05  2.243e-04    0.091 0.927501    
## PC1815       2.562e-04  2.253e-04    1.137 0.255676    
## PC1816      -2.753e-04  2.197e-04   -1.253 0.210301    
## PC1817      -2.359e-04  2.267e-04   -1.041 0.298107    
## PC1818      -2.701e-04  2.219e-04   -1.218 0.223544    
## PC1819       1.443e-04  2.278e-04    0.634 0.526375    
## PC1820      -1.331e-04  2.287e-04   -0.582 0.560638    
## PC1821      -3.044e-05  2.244e-04   -0.136 0.892126    
## PC1822      -4.862e-04  2.190e-04   -2.220 0.026565 *  
## PC1823       9.251e-05  2.243e-04    0.412 0.680035    
## PC1824       1.366e-04  2.264e-04    0.603 0.546402    
## PC1825      -9.795e-05  2.214e-04   -0.442 0.658293    
## PC1826      -4.130e-05  2.240e-04   -0.184 0.853727    
## PC1827      -3.250e-04  2.234e-04   -1.455 0.145792    
## PC1828       1.017e-04  2.215e-04    0.459 0.646256    
## PC1829       3.271e-04  2.237e-04    1.462 0.143841    
## PC1830      -3.223e-04  2.248e-04   -1.434 0.151756    
## PC1831      -4.010e-05  2.214e-04   -0.181 0.856340    
## PC1832      -2.782e-04  2.249e-04   -1.237 0.216305    
## PC1833      -1.345e-05  2.318e-04   -0.058 0.953737    
## PC1834       2.140e-05  2.253e-04    0.095 0.924344    
## PC1835       1.341e-04  2.244e-04    0.598 0.550152    
## PC1836       6.834e-04  2.274e-04    3.005 0.002692 ** 
## PC1837       1.978e-04  2.274e-04    0.870 0.384512    
## PC1838       1.369e-06  2.271e-04    0.006 0.995190    
## PC1839      -4.696e-05  2.271e-04   -0.207 0.836181    
## PC1840       7.574e-05  2.248e-04    0.337 0.736165    
## PC1841       4.195e-04  2.200e-04    1.907 0.056676 .  
## PC1842      -5.238e-04  2.244e-04   -2.334 0.019716 *  
## PC1843      -3.635e-04  2.275e-04   -1.598 0.110292    
## PC1844      -1.190e-04  2.255e-04   -0.528 0.597803    
## PC1845      -3.045e-04  2.284e-04   -1.333 0.182744    
## PC1846      -1.912e-04  2.212e-04   -0.865 0.387367    
## PC1847      -3.590e-04  2.271e-04   -1.581 0.114047    
## PC1848      -7.841e-06  2.276e-04   -0.034 0.972523    
## PC1849      -1.083e-04  2.333e-04   -0.464 0.642716    
## PC1850       9.895e-05  2.316e-04    0.427 0.669214    
## PC1851      -1.286e-04  2.272e-04   -0.566 0.571582    
## PC1852       2.351e-04  2.283e-04    1.030 0.303338    
## PC1853      -2.796e-04  2.239e-04   -1.249 0.211786    
## PC1854      -2.405e-05  2.274e-04   -0.106 0.915810    
## PC1855      -4.093e-04  2.274e-04   -1.800 0.072054 .  
## PC1856      -2.385e-04  2.259e-04   -1.056 0.291177    
## PC1857      -3.199e-04  2.229e-04   -1.435 0.151445    
## PC1858       1.629e-04  2.268e-04    0.718 0.472729    
## PC1859      -1.172e-05  2.267e-04   -0.052 0.958768    
## PC1860       3.180e-04  2.199e-04    1.446 0.148388    
## PC1861      -3.473e-04  2.291e-04   -1.516 0.129755    
## PC1862      -1.143e-04  2.235e-04   -0.511 0.609083    
## PC1863      -2.841e-04  2.265e-04   -1.255 0.209757    
## PC1864       1.649e-04  2.233e-04    0.739 0.460179    
## PC1865       7.903e-05  2.271e-04    0.348 0.727834    
## PC1866       2.296e-04  2.241e-04    1.024 0.305781    
## PC1867      -1.493e-04  2.219e-04   -0.673 0.501090    
## PC1868      -1.510e-04  2.266e-04   -0.667 0.505126    
## PC1869      -2.348e-04  2.260e-04   -1.039 0.298863    
## PC1870      -3.979e-04  2.303e-04   -1.728 0.084184 .  
## PC1871      -4.548e-04  2.273e-04   -2.001 0.045526 *  
## PC1872       3.947e-04  2.246e-04    1.758 0.078948 .  
## PC1873      -1.865e-04  2.295e-04   -0.812 0.416622    
## PC1874       3.530e-04  2.266e-04    1.558 0.119477    
## PC1875       1.096e-04  2.243e-04    0.489 0.625215    
## PC1876      -2.268e-04  2.222e-04   -1.021 0.307394    
## PC1877       6.039e-05  2.227e-04    0.271 0.786334    
## PC1878       2.074e-04  2.271e-04    0.913 0.361393    
## PC1879      -2.389e-04  2.296e-04   -1.040 0.298265    
## PC1880       7.836e-05  2.247e-04    0.349 0.727348    
## PC1881       4.563e-05  2.256e-04    0.202 0.839692    
## PC1882       1.497e-05  2.260e-04    0.066 0.947193    
## PC1883       1.467e-04  2.275e-04    0.645 0.519086    
## PC1884       1.538e-04  2.287e-04    0.673 0.501224    
## PC1885      -9.398e-05  2.292e-04   -0.410 0.681831    
## PC1886      -4.212e-05  2.306e-04   -0.183 0.855084    
## PC1887      -4.603e-05  2.288e-04   -0.201 0.840602    
## PC1888       7.810e-05  2.261e-04    0.345 0.729862    
## PC1889      -1.146e-04  2.251e-04   -0.509 0.610601    
## PC1890      -2.320e-04  2.282e-04   -1.016 0.309546    
## PC1891       1.627e-04  2.281e-04    0.713 0.475955    
## PC1892      -1.182e-04  2.268e-04   -0.521 0.602162    
## PC1893      -5.833e-04  2.275e-04   -2.564 0.010426 *  
## PC1894       1.136e-04  2.245e-04    0.506 0.612906    
## PC1895       1.473e-04  2.238e-04    0.658 0.510532    
## PC1896       1.248e-04  2.285e-04    0.546 0.584841    
## PC1897      -3.935e-04  2.280e-04   -1.726 0.084520 .  
## PC1898       1.519e-05  2.252e-04    0.067 0.946220    
## PC1899       6.197e-04  2.301e-04    2.693 0.007151 ** 
## PC1900      -2.718e-04  2.254e-04   -1.206 0.228022    
## PC1901      -1.227e-04  2.260e-04   -0.543 0.587417    
## PC1902      -4.206e-05  2.275e-04   -0.185 0.853366    
## PC1903       5.882e-05  2.252e-04    0.261 0.793990    
## PC1904      -3.387e-05  2.302e-04   -0.147 0.883052    
## PC1905       4.483e-04  2.213e-04    2.026 0.042909 *  
## PC1906      -2.401e-04  2.274e-04   -1.056 0.291182    
## PC1907       4.189e-04  2.270e-04    1.845 0.065211 .  
## PC1908       3.596e-04  2.286e-04    1.573 0.115945    
## PC1909      -4.240e-05  2.288e-04   -0.185 0.853040    
## PC1910       1.274e-04  2.299e-04    0.554 0.579687    
## PC1911      -1.047e-05  2.234e-04   -0.047 0.962644    
## PC1912      -4.158e-05  2.284e-04   -0.182 0.855582    
## PC1913       1.419e-04  2.234e-04    0.635 0.525338    
## PC1914      -5.684e-04  2.244e-04   -2.533 0.011391 *  
## PC1915       1.524e-04  2.274e-04    0.670 0.502798    
## PC1916      -4.892e-05  2.260e-04   -0.216 0.828674    
## PC1917       1.391e-05  2.310e-04    0.060 0.951969    
## PC1918       3.019e-05  2.268e-04    0.133 0.894133    
## PC1919      -4.643e-05  2.237e-04   -0.208 0.835614    
## PC1920       1.483e-04  2.287e-04    0.648 0.516784    
## PC1921      -7.424e-05  2.279e-04   -0.326 0.744625    
## PC1922       7.580e-05  2.319e-04    0.327 0.743801    
## PC1923       2.547e-04  2.264e-04    1.125 0.260775    
## PC1924      -8.976e-05  2.286e-04   -0.393 0.694665    
## PC1925      -1.704e-04  2.270e-04   -0.751 0.452802    
## PC1926       2.255e-04  2.309e-04    0.977 0.328905    
## PC1927       6.141e-05  2.303e-04    0.267 0.789799    
## PC1928       2.139e-04  2.348e-04    0.911 0.362401    
## PC1929      -1.968e-04  2.275e-04   -0.865 0.387162    
## PC1930      -3.657e-04  2.340e-04   -1.563 0.118259    
## PC1931      -4.243e-05  2.269e-04   -0.187 0.851674    
## PC1932      -1.111e-04  2.238e-04   -0.497 0.619511    
## PC1933      -3.279e-04  2.296e-04   -1.428 0.153353    
## PC1934      -1.314e-04  2.305e-04   -0.570 0.568702    
## PC1935       1.959e-04  2.286e-04    0.857 0.391539    
## PC1936       2.776e-05  2.255e-04    0.123 0.902027    
## PC1937      -9.376e-05  2.341e-04   -0.401 0.688753    
## PC1938       2.377e-04  2.266e-04    1.049 0.294429    
## PC1939       6.039e-05  2.269e-04    0.266 0.790139    
## PC1940       3.110e-04  2.293e-04    1.357 0.175084    
## PC1941       1.147e-04  2.281e-04    0.503 0.615108    
## PC1942       1.878e-04  2.275e-04    0.825 0.409271    
## PC1943       1.619e-04  2.258e-04    0.717 0.473426    
## PC1944      -5.850e-05  2.259e-04   -0.259 0.795695    
## PC1945      -2.947e-04  2.281e-04   -1.292 0.196509    
## PC1946       6.000e-05  2.276e-04    0.264 0.792110    
## PC1947       6.580e-04  2.296e-04    2.866 0.004208 ** 
## PC1948       3.327e-04  2.297e-04    1.448 0.147779    
## PC1949      -9.388e-05  2.291e-04   -0.410 0.682054    
## PC1950       2.134e-05  2.301e-04    0.093 0.926123    
## PC1951       4.378e-04  2.320e-04    1.887 0.059345 .  
## PC1952       8.376e-05  2.307e-04    0.363 0.716607    
## PC1953      -5.225e-05  2.330e-04   -0.224 0.822617    
## PC1954       6.431e-05  2.302e-04    0.279 0.779991    
## PC1955       8.364e-05  2.316e-04    0.361 0.718083    
## PC1956      -2.670e-04  2.290e-04   -1.166 0.243839    
## PC1957      -3.082e-04  2.257e-04   -1.366 0.172175    
## PC1958       1.286e-04  2.297e-04    0.560 0.575587    
## PC1959      -3.255e-04  2.284e-04   -1.425 0.154300    
## PC1960       3.163e-04  2.295e-04    1.378 0.168316    
## PC1961      -3.751e-04  2.276e-04   -1.648 0.099507 .  
## PC1962      -3.653e-04  2.336e-04   -1.564 0.118102    
## PC1963      -2.266e-04  2.284e-04   -0.992 0.321343    
## PC1964       2.115e-04  2.271e-04    0.931 0.351942    
## PC1965      -7.868e-05  2.240e-04   -0.351 0.725494    
## PC1966      -2.239e-04  2.267e-04   -0.988 0.323400    
## PC1967       9.601e-05  2.304e-04    0.417 0.676969    
## PC1968       7.232e-05  2.300e-04    0.314 0.753269    
## PC1969       1.794e-04  2.303e-04    0.779 0.436211    
## PC1970      -2.173e-04  2.293e-04   -0.947 0.343622    
## PC1971       3.311e-04  2.304e-04    1.437 0.150885    
## PC1972      -3.530e-04  2.280e-04   -1.548 0.121706    
## PC1973       2.605e-05  2.292e-04    0.114 0.909511    
## PC1974      -4.769e-05  2.316e-04   -0.206 0.836856    
## PC1975      -3.390e-05  2.284e-04   -0.148 0.882006    
## PC1976      -2.280e-04  2.264e-04   -1.007 0.314097    
## PC1977       4.356e-05  2.311e-04    0.188 0.850546    
## PC1978       6.173e-04  2.272e-04    2.717 0.006660 ** 
## PC1979       1.770e-04  2.310e-04    0.766 0.443607    
## PC1980       3.194e-04  2.263e-04    1.412 0.158224    
## PC1981       1.239e-04  2.263e-04    0.547 0.584283    
## PC1982       3.557e-04  2.239e-04    1.588 0.112380    
## PC1983       3.232e-04  2.288e-04    1.412 0.158002    
## PC1984       2.023e-04  2.307e-04    0.877 0.380640    
## PC1985       1.804e-04  2.262e-04    0.797 0.425331    
## PC1986       1.490e-04  2.296e-04    0.649 0.516377    
## PC1987       2.181e-04  2.265e-04    0.963 0.335721    
## PC1988       4.836e-04  2.283e-04    2.119 0.034269 *  
## PC1989      -4.105e-04  2.314e-04   -1.774 0.076226 .  
## PC1990       8.255e-05  2.276e-04    0.363 0.716899    
## PC1991      -2.624e-04  2.297e-04   -1.142 0.253614    
## PC1992       2.768e-04  2.284e-04    1.212 0.225692    
## PC1993      -2.714e-04  2.303e-04   -1.178 0.238821    
## PC1994      -1.543e-04  2.283e-04   -0.676 0.499213    
## PC1995       1.270e-04  2.289e-04    0.555 0.579099    
## PC1996      -2.444e-04  2.292e-04   -1.066 0.286548    
## PC1997      -2.792e-04  2.279e-04   -1.225 0.220646    
## PC1998      -2.693e-04  2.343e-04   -1.149 0.250603    
## PC1999       6.561e-05  2.294e-04    0.286 0.774948    
## PC2000      -2.792e-05  2.293e-04   -0.122 0.903110    
## PC2001       2.610e-04  2.280e-04    1.144 0.252651    
## PC2002      -9.166e-05  2.273e-04   -0.403 0.686859    
## PC2003      -5.020e-04  2.347e-04   -2.138 0.032618 *  
## PC2004       3.167e-04  2.288e-04    1.385 0.166353    
## PC2005      -6.551e-05  2.366e-04   -0.277 0.781885    
## PC2006      -3.387e-04  2.281e-04   -1.485 0.137777    
## PC2007       1.760e-04  2.336e-04    0.753 0.451291    
## PC2008       1.283e-04  2.308e-04    0.556 0.578348    
## PC2009      -8.598e-05  2.320e-04   -0.371 0.710987    
## PC2010      -7.104e-05  2.291e-04   -0.310 0.756487    
## PC2011       2.283e-05  2.305e-04    0.099 0.921116    
## PC2012      -4.126e-04  2.311e-04   -1.785 0.074373 .  
## PC2013      -4.892e-05  2.280e-04   -0.215 0.830106    
## PC2014      -1.378e-04  2.350e-04   -0.586 0.557638    
## PC2015      -3.725e-05  2.305e-04   -0.162 0.871638    
## PC2016      -2.368e-04  2.298e-04   -1.030 0.302934    
## PC2017      -3.533e-04  2.250e-04   -1.570 0.116538    
## PC2018      -3.704e-04  2.313e-04   -1.602 0.109408    
## PC2019       2.263e-04  2.282e-04    0.992 0.321546    
## PC2020       1.896e-04  2.370e-04    0.800 0.423805    
## PC2021       2.047e-04  2.304e-04    0.889 0.374348    
## PC2022      -3.634e-04  2.280e-04   -1.594 0.111051    
## PC2023      -2.314e-04  2.323e-04   -0.996 0.319478    
## PC2024      -2.354e-04  2.319e-04   -1.015 0.310053    
## PC2025      -2.094e-04  2.260e-04   -0.927 0.354181    
## PC2026      -4.432e-04  2.401e-04   -1.846 0.065044 .  
## PC2027       1.326e-04  2.292e-04    0.578 0.563112    
## PC2028       4.044e-04  2.333e-04    1.733 0.083249 .  
## PC2029       1.922e-04  2.302e-04    0.835 0.403973    
## PC2030       1.921e-04  2.300e-04    0.835 0.403673    
## PC2031      -3.635e-04  2.343e-04   -1.552 0.120893    
## PC2032       4.162e-05  2.353e-04    0.177 0.859634    
## PC2033      -1.001e-04  2.319e-04   -0.432 0.666131    
## PC2034       4.762e-05  2.303e-04    0.207 0.836184    
## PC2035      -6.179e-05  2.283e-04   -0.271 0.786693    
## PC2036      -9.126e-05  2.286e-04   -0.399 0.689794    
## PC2037       7.063e-05  2.366e-04    0.299 0.765328    
## PC2038      -3.065e-04  2.275e-04   -1.347 0.178104    
## PC2039       1.186e-04  2.321e-04    0.511 0.609480    
## PC2040      -4.588e-04  2.349e-04   -1.953 0.050993 .  
## PC2041       3.932e-04  2.296e-04    1.713 0.086951 .  
## PC2042       1.869e-04  2.377e-04    0.786 0.431847    
## PC2043       1.740e-04  2.337e-04    0.745 0.456558    
## PC2044       2.038e-04  2.348e-04    0.868 0.385362    
## PC2045       2.008e-04  2.330e-04    0.862 0.388711    
## PC2046      -1.142e-04  2.362e-04   -0.484 0.628702    
## PC2047       1.636e-04  2.327e-04    0.703 0.482040    
## PC2048      -1.151e-04  2.302e-04   -0.500 0.617278    
## PC2049      -2.126e-04  2.286e-04   -0.930 0.352667    
## PC2050      -1.789e-04  2.365e-04   -0.757 0.449378    
## PC2051       1.751e-04  2.304e-04    0.760 0.447407    
## PC2052      -1.328e-04  2.330e-04   -0.570 0.568878    
## PC2053       2.254e-04  2.305e-04    0.978 0.328175    
## PC2054      -1.547e-04  2.318e-04   -0.667 0.504640    
## PC2055       3.724e-04  2.277e-04    1.635 0.102135    
## PC2056       2.924e-04  2.364e-04    1.237 0.216267    
## PC2057       2.422e-04  2.244e-04    1.079 0.280552    
## PC2058       2.529e-04  2.310e-04    1.095 0.273727    
## PC2059      -7.616e-05  2.278e-04   -0.334 0.738192    
## PC2060       2.456e-04  2.343e-04    1.048 0.294746    
## PC2061       4.254e-04  2.306e-04    1.845 0.065254 .  
## PC2062       3.102e-04  2.301e-04    1.348 0.177841    
## PC2063      -1.755e-04  2.281e-04   -0.770 0.441691    
## PC2064      -1.197e-04  2.321e-04   -0.516 0.606124    
## PC2065      -7.005e-05  2.310e-04   -0.303 0.761705    
## PC2066       8.401e-05  2.323e-04    0.362 0.717653    
## PC2067       3.304e-04  2.355e-04    1.403 0.160781    
## PC2068      -1.118e-04  2.298e-04   -0.486 0.626727    
## PC2069      -5.249e-05  2.292e-04   -0.229 0.818917    
## PC2070      -2.200e-04  2.292e-04   -0.960 0.337240    
## PC2071       2.764e-04  2.378e-04    1.162 0.245225    
## PC2072      -1.418e-04  2.294e-04   -0.618 0.536549    
## PC2073       2.410e-04  2.325e-04    1.036 0.300136    
## PC2074      -2.393e-04  2.274e-04   -1.052 0.292842    
## PC2075      -1.531e-04  2.390e-04   -0.641 0.521807    
## PC2076       3.797e-04  2.276e-04    1.668 0.095511 .  
## PC2077      -1.364e-04  2.304e-04   -0.592 0.553975    
## PC2078       1.727e-04  2.340e-04    0.738 0.460444    
## PC2079      -1.381e-04  2.332e-04   -0.592 0.553839    
## PC2080       2.254e-04  2.329e-04    0.968 0.333318    
## PC2081       1.845e-04  2.338e-04    0.789 0.430075    
## PC2082       2.170e-04  2.352e-04    0.923 0.356341    
## PC2083       1.510e-04  2.322e-04    0.650 0.515739    
## PC2084      -2.963e-04  2.406e-04   -1.232 0.218240    
## PC2085      -3.490e-04  2.352e-04   -1.484 0.137953    
## PC2086      -5.156e-04  2.339e-04   -2.205 0.027605 *  
## PC2087       2.197e-04  2.355e-04    0.933 0.351010    
## PC2088       2.024e-04  2.321e-04    0.872 0.383172    
## PC2089       1.158e-04  2.301e-04    0.503 0.614861    
## PC2090      -1.633e-06  2.313e-04   -0.007 0.994368    
## PC2091       1.111e-04  2.331e-04    0.477 0.633669    
## PC2092      -2.887e-04  2.296e-04   -1.258 0.208691    
## PC2093      -1.010e-04  2.329e-04   -0.434 0.664587    
## PC2094       4.951e-04  2.298e-04    2.154 0.031368 *  
## PC2095       2.040e-04  2.315e-04    0.881 0.378483    
## PC2096      -2.080e-04  2.314e-04   -0.899 0.368804    
## PC2097      -1.187e-04  2.307e-04   -0.515 0.606958    
## PC2098      -5.704e-04  2.321e-04   -2.458 0.014082 *  
## PC2099      -3.723e-04  2.287e-04   -1.628 0.103682    
## PC2100      -3.696e-05  2.340e-04   -0.158 0.874517    
## PC2101       1.304e-04  2.315e-04    0.563 0.573227    
## PC2102       1.107e-04  2.344e-04    0.472 0.636960    
## PC2103      -3.970e-05  2.349e-04   -0.169 0.865783    
## PC2104       2.244e-04  2.352e-04    0.954 0.340147    
## PC2105      -2.030e-04  2.370e-04   -0.856 0.391999    
## PC2106       2.992e-04  2.342e-04    1.277 0.201674    
## PC2107      -1.609e-04  2.336e-04   -0.689 0.490986    
## PC2108       2.672e-04  2.294e-04    1.165 0.244293    
## PC2109      -3.057e-05  2.339e-04   -0.131 0.896015    
## PC2110      -7.562e-05  2.384e-04   -0.317 0.751144    
## PC2111       2.454e-04  2.303e-04    1.066 0.286610    
## PC2112      -3.748e-04  2.289e-04   -1.637 0.101737    
## PC2113       2.534e-04  2.356e-04    1.076 0.282195    
## PC2114      -1.472e-04  2.353e-04   -0.626 0.531660    
## PC2115      -1.469e-04  2.338e-04   -0.628 0.529919    
## PC2116      -1.048e-04  2.313e-04   -0.453 0.650659    
## PC2117      -2.238e-04  2.327e-04   -0.962 0.336307    
## PC2118      -1.776e-05  2.306e-04   -0.077 0.938616    
## PC2119       7.204e-05  2.386e-04    0.302 0.762780    
## PC2120      -3.399e-04  2.322e-04   -1.463 0.143524    
## PC2121      -2.522e-05  2.382e-04   -0.106 0.915683    
## PC2122       1.652e-04  2.362e-04    0.700 0.484329    
## PC2123       2.631e-04  2.334e-04    1.127 0.259688    
## PC2124       2.798e-04  2.371e-04    1.180 0.238145    
## PC2125       7.676e-05  2.314e-04    0.332 0.740168    
## PC2126      -1.994e-04  2.316e-04   -0.861 0.389366    
## PC2127       2.239e-04  2.335e-04    0.959 0.337722    
## PC2128      -6.591e-05  2.307e-04   -0.286 0.775156    
## PC2129       2.435e-04  2.348e-04    1.037 0.299697    
## PC2130      -4.519e-04  2.290e-04   -1.973 0.048619 *  
## PC2131       4.616e-04  2.356e-04    1.959 0.050287 .  
## PC2132      -2.995e-04  2.396e-04   -1.250 0.211382    
## PC2133       6.473e-05  2.337e-04    0.277 0.781849    
## PC2134       1.952e-04  2.312e-04    0.844 0.398724    
## PC2135       1.835e-04  2.342e-04    0.783 0.433594    
## PC2136      -1.336e-04  2.302e-04   -0.580 0.561893    
## PC2137       3.221e-04  2.415e-04    1.333 0.182545    
## PC2138      -2.374e-04  2.329e-04   -1.020 0.308103    
## PC2139      -4.758e-04  2.306e-04   -2.063 0.039222 *  
## PC2140      -5.075e-04  2.396e-04   -2.118 0.034307 *  
## PC2141       2.134e-04  2.379e-04    0.897 0.369737    
## PC2142       1.891e-04  2.352e-04    0.804 0.421506    
## PC2143      -1.021e-04  2.376e-04   -0.430 0.667546    
## PC2144       2.829e-04  2.372e-04    1.193 0.233145    
## PC2145      -1.775e-04  2.349e-04   -0.756 0.449856    
## PC2146      -1.303e-04  2.325e-04   -0.560 0.575257    
## PC2147       2.211e-04  2.304e-04    0.960 0.337338    
## PC2148      -2.209e-04  2.360e-04   -0.936 0.349313    
## PC2149       4.024e-04  2.308e-04    1.743 0.081439 .  
## PC2150       3.722e-04  2.351e-04    1.584 0.113482    
## PC2151       3.400e-04  2.360e-04    1.440 0.149929    
## PC2152      -3.436e-04  2.314e-04   -1.485 0.137808    
## PC2153       6.805e-05  2.350e-04    0.290 0.772205    
## PC2154      -1.429e-04  2.366e-04   -0.604 0.546044    
## PC2155       2.206e-04  2.336e-04    0.944 0.345138    
## PC2156       1.854e-04  2.312e-04    0.802 0.422691    
## PC2157       5.902e-05  2.323e-04    0.254 0.799446    
## PC2158      -2.900e-04  2.377e-04   -1.220 0.222609    
## PC2159       3.257e-05  2.347e-04    0.139 0.889658    
## PC2160       3.695e-04  2.332e-04    1.585 0.113243    
## PC2161       6.025e-05  2.333e-04    0.258 0.796282    
## PC2162       8.300e-05  2.420e-04    0.343 0.731701    
## PC2163      -5.060e-04  2.319e-04   -2.181 0.029286 *  
## PC2164       1.484e-04  2.353e-04    0.630 0.528518    
## PC2165      -1.733e-04  2.309e-04   -0.751 0.453052    
## PC2166      -3.128e-04  2.332e-04   -1.341 0.179970    
## PC2167       2.120e-05  2.330e-04    0.091 0.927499    
## PC2168       2.162e-04  2.349e-04    0.920 0.357635    
## PC2169      -1.012e-04  2.320e-04   -0.436 0.662913    
## PC2170      -3.575e-04  2.357e-04   -1.517 0.129454    
## PC2171       2.541e-05  2.348e-04    0.108 0.913831    
## PC2172      -4.383e-04  2.345e-04   -1.869 0.061776 .  
## PC2173      -3.562e-04  2.314e-04   -1.539 0.123944    
## PC2174       3.575e-05  2.362e-04    0.151 0.879697    
## PC2175       2.181e-04  2.351e-04    0.928 0.353607    
## PC2176       3.104e-04  2.380e-04    1.304 0.192298    
## PC2177      -1.418e-04  2.361e-04   -0.600 0.548280    
## PC2178      -7.717e-05  2.333e-04   -0.331 0.740808    
## PC2179       3.368e-05  2.322e-04    0.145 0.884711    
## PC2180      -2.676e-04  2.344e-04   -1.142 0.253793    
## PC2181       1.547e-04  2.293e-04    0.674 0.500138    
## PC2182       4.705e-05  2.368e-04    0.199 0.842491    
## PC2183       1.040e-05  2.344e-04    0.044 0.964613    
## PC2184       8.792e-05  2.346e-04    0.375 0.707885    
## PC2185      -7.291e-05  2.330e-04   -0.313 0.754429    
## PC2186       1.355e-05  2.376e-04    0.057 0.954522    
## PC2187       3.046e-04  2.338e-04    1.303 0.192700    
## PC2188      -8.988e-05  2.389e-04   -0.376 0.706773    
## PC2189      -5.010e-04  2.345e-04   -2.136 0.032823 *  
## PC2190       2.715e-04  2.370e-04    1.146 0.252150    
## PC2191       1.615e-04  2.367e-04    0.682 0.495112    
## PC2192      -1.541e-05  2.338e-04   -0.066 0.947454    
## PC2193       3.754e-06  2.355e-04    0.016 0.987283    
## PC2194       4.960e-04  2.353e-04    2.107 0.035223 *  
## PC2195       3.120e-04  2.400e-04    1.300 0.193793    
## PC2196      -2.754e-05  2.339e-04   -0.118 0.906257    
## PC2197       2.691e-04  2.322e-04    1.159 0.246686    
## PC2198      -6.566e-05  2.390e-04   -0.275 0.783587    
## PC2199      -2.517e-04  2.398e-04   -1.050 0.294081    
## PC2200       3.762e-04  2.383e-04    1.579 0.114567    
## PC2201       1.050e-04  2.392e-04    0.439 0.660711    
## PC2202      -2.234e-04  2.322e-04   -0.962 0.336178    
## PC2203      -1.614e-04  2.338e-04   -0.690 0.490010    
## PC2204      -3.770e-05  2.322e-04   -0.162 0.871073    
## PC2205       8.816e-05  2.317e-04    0.380 0.703638    
## PC2206       2.988e-04  2.321e-04    1.287 0.198108    
## PC2207      -1.500e-04  2.378e-04   -0.631 0.528150    
## PC2208      -8.015e-05  2.346e-04   -0.342 0.732712    
## PC2209      -4.405e-05  2.322e-04   -0.190 0.849562    
## PC2210       1.743e-04  2.371e-04    0.735 0.462333    
## PC2211      -3.533e-04  2.388e-04   -1.480 0.139073    
## PC2212       3.092e-04  2.355e-04    1.313 0.189486    
## PC2213      -1.279e-04  2.315e-04   -0.553 0.580667    
## PC2214      -3.875e-04  2.354e-04   -1.646 0.099900 .  
## PC2215       1.090e-04  2.350e-04    0.464 0.642891    
## PC2216      -1.846e-04  2.345e-04   -0.787 0.431210    
## PC2217      -6.706e-05  2.362e-04   -0.284 0.776527    
## PC2218       2.178e-04  2.324e-04    0.937 0.348939    
## PC2219      -5.043e-04  2.342e-04   -2.153 0.031450 *  
## PC2220      -6.125e-05  2.374e-04   -0.258 0.796415    
## PC2221       9.399e-05  2.326e-04    0.404 0.686204    
## PC2222       7.380e-05  2.395e-04    0.308 0.757997    
## PC2223       2.540e-05  2.323e-04    0.109 0.912968    
## PC2224       1.367e-04  2.337e-04    0.585 0.558755    
## PC2225      -1.618e-04  2.373e-04   -0.682 0.495312    
## PC2226      -3.577e-04  2.390e-04   -1.497 0.134688    
## PC2227      -5.920e-04  2.374e-04   -2.494 0.012727 *  
## PC2228      -1.578e-04  2.351e-04   -0.671 0.502110    
## PC2229      -5.901e-05  2.393e-04   -0.247 0.805286    
## PC2230      -2.569e-05  2.339e-04   -0.110 0.912538    
## PC2231      -3.099e-05  2.312e-04   -0.134 0.893374    
## PC2232       5.171e-04  2.370e-04    2.182 0.029252 *  
## PC2233       2.253e-04  2.373e-04    0.949 0.342540    
## PC2234       2.034e-04  2.363e-04    0.861 0.389443    
## PC2235       9.648e-06  2.347e-04    0.041 0.967221    
## PC2236      -2.351e-04  2.397e-04   -0.981 0.326845    
## PC2237       7.101e-05  2.345e-04    0.303 0.762029    
## PC2238       1.945e-04  2.399e-04    0.811 0.417681    
## PC2239       3.943e-04  2.401e-04    1.642 0.100729    
## PC2240      -9.032e-05  2.330e-04   -0.388 0.698303    
## PC2241       9.138e-05  2.425e-04    0.377 0.706370    
## PC2242       1.013e-04  2.365e-04    0.428 0.668609    
## PC2243       1.252e-04  2.322e-04    0.539 0.589974    
## PC2244       8.536e-05  2.366e-04    0.361 0.718313    
## PC2245      -3.351e-04  2.392e-04   -1.401 0.161358    
## PC2246      -2.735e-04  2.408e-04   -1.136 0.256214    
## PC2247       2.206e-04  2.362e-04    0.934 0.350395    
## PC2248      -4.323e-04  2.392e-04   -1.807 0.070932 .  
## PC2249      -4.468e-04  2.358e-04   -1.895 0.058317 .  
## PC2250      -2.254e-04  2.388e-04   -0.944 0.345248    
## PC2251      -3.771e-05  2.389e-04   -0.158 0.874586    
## PC2252       3.941e-04  2.343e-04    1.682 0.092769 .  
## PC2253      -3.833e-05  2.424e-04   -0.158 0.874380    
## PC2254       3.567e-04  2.331e-04    1.530 0.126191    
## PC2255       4.187e-05  2.367e-04    0.177 0.859646    
## PC2256       6.704e-05  2.391e-04    0.280 0.779247    
## PC2257      -3.406e-04  2.369e-04   -1.438 0.150660    
## PC2258       3.623e-05  2.363e-04    0.153 0.878191    
## PC2259       1.873e-04  2.402e-04    0.780 0.435629    
## PC2260      -3.801e-04  2.394e-04   -1.587 0.112600    
## PC2261      -2.492e-04  2.357e-04   -1.058 0.290385    
## PC2262       3.992e-07  2.365e-04    0.002 0.998654    
## PC2263      -2.154e-04  2.369e-04   -0.909 0.363413    
## PC2264       6.169e-05  2.319e-04    0.266 0.790238    
## PC2265       2.417e-04  2.331e-04    1.037 0.299915    
## PC2266      -1.607e-04  2.406e-04   -0.668 0.504303    
## PC2267       4.270e-05  2.372e-04    0.180 0.857157    
## PC2268      -2.418e-04  2.397e-04   -1.009 0.313284    
## PC2269       5.277e-04  2.389e-04    2.209 0.027324 *  
## PC2270      -4.121e-04  2.336e-04   -1.764 0.077840 .  
## PC2271      -2.964e-05  2.379e-04   -0.125 0.900877    
## PC2272      -1.230e-04  2.377e-04   -0.518 0.604776    
## PC2273       1.314e-04  2.383e-04    0.552 0.581361    
## PC2274       1.379e-04  2.342e-04    0.589 0.555989    
## PC2275      -4.771e-04  2.362e-04   -2.020 0.043545 *  
## PC2276      -1.214e-04  2.375e-04   -0.511 0.609318    
## PC2277      -5.540e-04  2.316e-04   -2.392 0.016860 *  
## PC2278       2.545e-04  2.349e-04    1.083 0.278754    
## PC2279      -9.567e-05  2.369e-04   -0.404 0.686416    
## PC2280       4.389e-06  2.393e-04    0.018 0.985371    
## PC2281      -3.997e-04  2.377e-04   -1.682 0.092831 .  
## PC2282      -1.658e-04  2.372e-04   -0.699 0.484801    
## PC2283       1.672e-04  2.369e-04    0.706 0.480307    
## PC2284       9.501e-05  2.434e-04    0.390 0.696373    
## PC2285       6.724e-05  2.388e-04    0.282 0.778323    
## PC2286      -2.940e-05  2.392e-04   -0.123 0.902207    
## PC2287      -2.824e-04  2.408e-04   -1.173 0.241093    
## PC2288       1.338e-04  2.372e-04    0.564 0.572770    
## PC2289       2.029e-04  2.420e-04    0.839 0.401810    
## PC2290       3.552e-04  2.447e-04    1.451 0.146863    
## PC2291       1.888e-05  2.392e-04    0.079 0.937106    
## PC2292      -1.790e-04  2.379e-04   -0.752 0.451935    
## PC2293       4.562e-04  2.434e-04    1.874 0.061071 .  
## PC2294      -1.324e-04  2.405e-04   -0.551 0.581967    
## PC2295      -3.150e-04  2.412e-04   -1.306 0.191643    
## PC2296      -3.023e-04  2.435e-04   -1.241 0.214692    
## PC2297       3.183e-06  2.381e-04    0.013 0.989336    
## PC2298      -1.457e-04  2.432e-04   -0.599 0.549173    
## PC2299       4.538e-05  2.389e-04    0.190 0.849352    
## PC2300      -2.778e-06  2.453e-04   -0.011 0.990966    
## PC2301       1.212e-04  2.452e-04    0.494 0.621214    
## PC2302      -5.404e-05  2.367e-04   -0.228 0.819472    
## PC2303       2.483e-04  2.389e-04    1.039 0.298915    
## PC2304      -1.046e-04  2.399e-04   -0.436 0.662892    
## PC2305      -2.270e-04  2.373e-04   -0.957 0.338710    
## PC2306      -1.836e-04  2.366e-04   -0.776 0.437820    
## PC2307       1.470e-04  2.371e-04    0.620 0.535411    
## PC2308      -4.141e-04  2.401e-04   -1.724 0.084835 .  
## PC2309      -7.062e-05  2.385e-04   -0.296 0.767204    
## PC2310      -1.639e-04  2.333e-04   -0.702 0.482494    
## PC2311      -8.559e-05  2.370e-04   -0.361 0.718051    
## PC2312      -1.817e-04  2.394e-04   -0.759 0.447832    
## PC2313      -9.179e-05  2.372e-04   -0.387 0.698756    
## PC2314      -5.026e-05  2.367e-04   -0.212 0.831872    
## PC2315      -1.257e-04  2.378e-04   -0.529 0.596959    
## PC2316      -2.121e-05  2.403e-04   -0.088 0.929662    
## PC2317       6.103e-06  2.364e-04    0.026 0.979411    
## PC2318      -4.901e-05  2.460e-04   -0.199 0.842114    
## PC2319       1.442e-04  2.354e-04    0.613 0.540143    
## PC2320       3.277e-06  2.418e-04    0.014 0.989187    
## PC2321       1.299e-04  2.446e-04    0.531 0.595492    
## PC2322       1.768e-04  2.411e-04    0.733 0.463398    
## PC2323      -3.273e-04  2.360e-04   -1.387 0.165618    
## PC2324       3.968e-05  2.406e-04    0.165 0.869015    
## PC2325       3.460e-04  2.407e-04    1.438 0.150663    
## PC2326      -2.158e-04  2.391e-04   -0.902 0.366947    
## PC2327       6.250e-04  2.359e-04    2.650 0.008125 ** 
## PC2328      -1.253e-04  2.437e-04   -0.514 0.607049    
## PC2329       2.742e-05  2.424e-04    0.113 0.909948    
## PC2330       2.627e-04  2.402e-04    1.094 0.274274    
## PC2331      -1.769e-04  2.394e-04   -0.739 0.459972    
## PC2332       5.710e-04  2.404e-04    2.375 0.017646 *  
## PC2333       2.804e-04  2.404e-04    1.166 0.243634    
## PC2334      -1.321e-06  2.389e-04   -0.006 0.995590    
## PC2335       3.053e-04  2.377e-04    1.285 0.199095    
## PC2336      -1.567e-04  2.426e-04   -0.646 0.518311    
## PC2337      -1.580e-05  2.370e-04   -0.067 0.946859    
## PC2338      -1.251e-04  2.373e-04   -0.527 0.598054    
## PC2339      -3.583e-04  2.387e-04   -1.501 0.133450    
## PC2340       5.250e-04  2.385e-04    2.201 0.027835 *  
## PC2341       6.948e-05  2.366e-04    0.294 0.769076    
## PC2342       6.823e-04  2.452e-04    2.782 0.005455 ** 
## PC2343      -1.943e-04  2.403e-04   -0.808 0.418962    
## PC2344      -1.066e-04  2.369e-04   -0.450 0.652842    
## PC2345      -2.749e-04  2.355e-04   -1.167 0.243333    
## PC2346       2.198e-04  2.386e-04    0.921 0.357134    
## PC2347      -1.222e-04  2.414e-04   -0.506 0.612789    
## PC2348      -4.916e-05  2.387e-04   -0.206 0.836846    
## PC2349      -5.663e-06  2.413e-04   -0.023 0.981276    
## PC2350       4.757e-05  2.435e-04    0.195 0.845126    
## PC2351      -1.938e-04  2.338e-04   -0.829 0.407308    
## PC2352       1.348e-04  2.367e-04    0.569 0.569124    
## PC2353       9.672e-05  2.355e-04    0.411 0.681370    
## PC2354      -2.439e-04  2.375e-04   -1.027 0.304485    
## PC2355      -2.172e-04  2.450e-04   -0.887 0.375318    
## PC2356       2.471e-05  2.383e-04    0.104 0.917427    
## PC2357       5.783e-05  2.465e-04    0.235 0.814549    
## PC2358       2.592e-04  2.375e-04    1.091 0.275287    
## PC2359       6.855e-05  2.398e-04    0.286 0.774982    
## PC2360      -7.575e-05  2.430e-04   -0.312 0.755300    
## PC2361       8.931e-05  2.403e-04    0.372 0.710216    
## PC2362       3.862e-04  2.441e-04    1.582 0.113826    
## PC2363      -3.737e-04  2.393e-04   -1.562 0.118512    
## PC2364      -1.707e-04  2.394e-04   -0.713 0.476008    
## PC2365       3.551e-04  2.431e-04    1.461 0.144303    
## PC2366      -1.695e-04  2.411e-04   -0.703 0.482005    
## PC2367       6.734e-05  2.415e-04    0.279 0.780441    
## PC2368      -6.244e-06  2.412e-04   -0.026 0.979349    
## PC2369       2.543e-04  2.401e-04    1.059 0.289667    
## PC2370       1.104e-04  2.420e-04    0.456 0.648221    
## PC2371      -4.723e-04  2.412e-04   -1.958 0.050375 .  
## PC2372      -2.519e-04  2.399e-04   -1.050 0.293785    
## PC2373      -4.122e-04  2.447e-04   -1.685 0.092222 .  
## PC2374      -1.461e-04  2.413e-04   -0.605 0.545083    
## PC2375      -1.162e-04  2.377e-04   -0.489 0.624939    
## PC2376       7.456e-05  2.431e-04    0.307 0.759120    
## PC2377       1.149e-04  2.401e-04    0.478 0.632464    
## PC2378       2.972e-04  2.456e-04    1.210 0.226343    
## PC2379       1.998e-04  2.436e-04    0.820 0.412274    
## PC2380      -2.129e-04  2.441e-04   -0.872 0.383105    
## PC2381      -1.524e-04  2.436e-04   -0.626 0.531634    
## PC2382       7.766e-05  2.355e-04    0.330 0.741611    
## PC2383       1.986e-04  2.449e-04    0.811 0.417535    
## PC2384      -1.949e-04  2.412e-04   -0.808 0.419201    
## PC2385      -1.237e-04  2.445e-04   -0.506 0.612966    
## PC2386       3.626e-04  2.398e-04    1.512 0.130636    
## PC2387      -4.181e-05  2.417e-04   -0.173 0.862708    
## PC2388      -2.447e-04  2.417e-04   -1.012 0.311473    
## PC2389       1.594e-04  2.418e-04    0.659 0.509944    
## PC2390      -1.658e-04  2.485e-04   -0.667 0.504732    
## PC2391       6.874e-04  2.416e-04    2.846 0.004480 ** 
## PC2392      -2.990e-04  2.403e-04   -1.244 0.213553    
## PC2393       5.275e-05  2.436e-04    0.217 0.828556    
## PC2394      -1.898e-04  2.431e-04   -0.781 0.435085    
## PC2395       6.433e-04  2.422e-04    2.656 0.007971 ** 
## PC2396       1.298e-04  2.379e-04    0.546 0.585442    
## PC2397       3.027e-04  2.430e-04    1.245 0.213150    
## PC2398       2.431e-04  2.383e-04    1.020 0.307775    
## PC2399      -3.125e-05  2.449e-04   -0.128 0.898487    
## PC2400      -1.801e-04  2.434e-04   -0.740 0.459496    
## PC2401       2.303e-04  2.431e-04    0.947 0.343574    
## PC2402       5.208e-05  2.416e-04    0.216 0.829331    
## PC2403       3.779e-04  2.496e-04    1.514 0.130159    
## PC2404       1.053e-05  2.450e-04    0.043 0.965711    
## PC2405       5.063e-05  2.407e-04    0.210 0.833408    
## PC2406      -5.563e-06  2.436e-04   -0.023 0.981785    
## PC2407       1.835e-04  2.397e-04    0.766 0.443991    
## PC2408      -4.209e-04  2.432e-04   -1.730 0.083722 .  
## PC2409       2.389e-04  2.440e-04    0.979 0.327816    
## PC2410      -2.640e-06  2.432e-04   -0.011 0.991341    
## PC2411      -7.951e-05  2.414e-04   -0.329 0.741940    
## PC2412      -4.341e-05  2.454e-04   -0.177 0.859608    
## PC2413      -4.083e-04  2.395e-04   -1.705 0.088331 .  
## PC2414       3.785e-04  2.416e-04    1.567 0.117407    
## PC2415      -1.599e-04  2.425e-04   -0.659 0.509809    
## PC2416      -4.444e-04  2.406e-04   -1.848 0.064824 .  
## PC2417      -2.133e-04  2.403e-04   -0.888 0.374815    
## PC2418      -1.535e-04  2.421e-04   -0.634 0.525975    
## PC2419      -3.266e-04  2.427e-04   -1.346 0.178586    
## PC2420       1.736e-04  2.428e-04    0.715 0.474613    
## PC2421       2.189e-05  2.373e-04    0.092 0.926514    
## PC2422      -1.987e-04  2.378e-04   -0.836 0.403532    
## PC2423      -7.650e-06  2.467e-04   -0.031 0.975268    
## PC2424       3.993e-04  2.445e-04    1.634 0.102539    
## PC2425       8.661e-05  2.360e-04    0.367 0.713657    
## PC2426      -1.104e-04  2.386e-04   -0.463 0.643475    
## PC2427      -1.309e-04  2.402e-04   -0.545 0.585813    
## PC2428       1.981e-04  2.413e-04    0.821 0.411809    
## PC2429       6.866e-05  2.449e-04    0.280 0.779252    
## PC2430       1.458e-04  2.431e-04    0.600 0.548728    
## PC2431       3.000e-04  2.394e-04    1.253 0.210394    
## PC2432       6.909e-04  2.438e-04    2.834 0.004652 ** 
## PC2433      -3.395e-05  2.464e-04   -0.138 0.890403    
## PC2434      -2.887e-04  2.448e-04   -1.179 0.238456    
## PC2435       8.208e-06  2.410e-04    0.034 0.972834    
## PC2436      -4.281e-04  2.455e-04   -1.744 0.081307 .  
## PC2437      -1.251e-04  2.404e-04   -0.521 0.602701    
## PC2438       1.238e-04  2.402e-04    0.515 0.606404    
## PC2439       3.391e-04  2.444e-04    1.388 0.165427    
## PC2440      -5.309e-05  2.371e-04   -0.224 0.822882    
## PC2441      -1.802e-04  2.439e-04   -0.739 0.460032    
## PC2442       3.014e-04  2.495e-04    1.208 0.227238    
## PC2443      -9.802e-05  2.454e-04   -0.399 0.689631    
## PC2444      -4.632e-05  2.419e-04   -0.191 0.848172    
## PC2445      -5.584e-05  2.411e-04   -0.232 0.816893    
## PC2446      -3.784e-04  2.450e-04   -1.544 0.122676    
## PC2447       5.225e-04  2.396e-04    2.181 0.029352 *  
## PC2448       1.333e-06  2.454e-04    0.005 0.995666    
## PC2449       1.139e-04  2.444e-04    0.466 0.641153    
## PC2450      -7.689e-05  2.426e-04   -0.317 0.751333    
## PC2451       1.276e-04  2.489e-04    0.513 0.608217    
## PC2452      -1.335e-04  2.396e-04   -0.557 0.577490    
## PC2453       2.564e-04  2.476e-04    1.036 0.300524    
## PC2454      -2.403e-04  2.428e-04   -0.990 0.322355    
## PC2455       2.060e-04  2.407e-04    0.856 0.392167    
## PC2456       2.507e-04  2.427e-04    1.033 0.301609    
## PC2457       5.362e-05  2.417e-04    0.222 0.824460    
## PC2458       1.714e-04  2.441e-04    0.702 0.482516    
## PC2459      -8.275e-04  2.405e-04   -3.440 0.000595 ***
## PC2460      -7.636e-05  2.444e-04   -0.312 0.754795    
## PC2461      -1.619e-04  2.441e-04   -0.663 0.507187    
## PC2462      -3.363e-04  2.440e-04   -1.378 0.168282    
## PC2463       1.102e-04  2.432e-04    0.453 0.650503    
## PC2464      -8.183e-05  2.455e-04   -0.333 0.738940    
## PC2465       7.231e-05  2.457e-04    0.294 0.768531    
## PC2466      -1.331e-04  2.429e-04   -0.548 0.583829    
## PC2467       5.767e-04  2.467e-04    2.338 0.019520 *  
## PC2468       3.056e-04  2.455e-04    1.245 0.213358    
## PC2469      -3.725e-05  2.444e-04   -0.152 0.878850    
## PC2470      -2.674e-05  2.394e-04   -0.112 0.911057    
## PC2471       3.193e-04  2.477e-04    1.289 0.197563    
## PC2472      -1.337e-04  2.458e-04   -0.544 0.586589    
## PC2473       7.950e-05  2.469e-04    0.322 0.747541    
## PC2474      -1.794e-04  2.452e-04   -0.731 0.464585    
## PC2475      -1.698e-04  2.484e-04   -0.683 0.494426    
## PC2476      -3.225e-04  2.452e-04   -1.315 0.188611    
## PC2477       3.082e-04  2.433e-04    1.267 0.205410    
## PC2478      -1.114e-04  2.450e-04   -0.455 0.649462    
## PC2479       1.118e-04  2.446e-04    0.457 0.647641    
## PC2480      -5.077e-04  2.411e-04   -2.106 0.035367 *  
## PC2481      -2.934e-04  2.432e-04   -1.206 0.227861    
## PC2482      -4.881e-05  2.446e-04   -0.200 0.841826    
## PC2483       2.258e-04  2.422e-04    0.933 0.351175    
## PC2484       2.299e-04  2.451e-04    0.938 0.348464    
## PC2485       4.355e-04  2.472e-04    1.762 0.078305 .  
## PC2486      -2.525e-04  2.451e-04   -1.030 0.302969    
## PC2487       3.189e-04  2.451e-04    1.301 0.193353    
## PC2488      -2.496e-04  2.484e-04   -1.005 0.315145    
## PC2489      -6.204e-05  2.391e-04   -0.259 0.795340    
## PC2490       2.829e-04  2.463e-04    1.149 0.250879    
## PC2491       1.834e-04  2.402e-04    0.764 0.445125    
## PC2492      -2.512e-04  2.463e-04   -1.020 0.308078    
## PC2493      -4.875e-04  2.449e-04   -1.991 0.046622 *  
## PC2494       2.370e-04  2.425e-04    0.977 0.328671    
## PC2495       1.631e-04  2.438e-04    0.669 0.503558    
## PC2496       9.115e-05  2.467e-04    0.370 0.711762    
## PC2497      -4.269e-05  2.427e-04   -0.176 0.860388    
## PC2498       2.279e-04  2.450e-04    0.930 0.352376    
## PC2499       5.228e-05  2.437e-04    0.215 0.830176    
## PC2500       4.139e-04  2.450e-04    1.689 0.091354 .  
## PC2501      -6.554e-05  2.431e-04   -0.270 0.787466    
## PC2502       4.107e-04  2.400e-04    1.711 0.087199 .  
## PC2503      -2.665e-04  2.481e-04   -1.074 0.282764    
## PC2504      -1.656e-04  2.482e-04   -0.667 0.504864    
## PC2505       1.620e-04  2.417e-04    0.670 0.502828    
## PC2506      -9.850e-06  2.460e-04   -0.040 0.968067    
## PC2507       7.559e-04  2.431e-04    3.110 0.001901 ** 
## PC2508      -3.554e-04  2.458e-04   -1.446 0.148360    
## PC2509       1.454e-04  2.518e-04    0.578 0.563647    
## PC2510      -3.200e-05  2.448e-04   -0.131 0.896016    
## PC2511      -4.410e-04  2.432e-04   -1.813 0.069961 .  
## PC2512       1.023e-04  2.458e-04    0.416 0.677170    
## PC2513       3.466e-04  2.457e-04    1.411 0.158439    
## PC2514       8.245e-06  2.430e-04    0.034 0.972941    
## PC2515      -3.110e-04  2.527e-04   -1.231 0.218637    
## PC2516      -1.587e-05  2.395e-04   -0.066 0.947174    
## PC2517      -4.930e-04  2.448e-04   -2.014 0.044207 *  
## PC2518       5.288e-05  2.484e-04    0.213 0.831414    
## PC2519      -1.490e-04  2.441e-04   -0.611 0.541532    
## PC2520      -2.420e-04  2.448e-04   -0.988 0.323074    
## PC2521       1.627e-04  2.447e-04    0.665 0.506160    
## PC2522      -1.171e-04  2.404e-04   -0.487 0.626140    
## PC2523      -1.754e-04  2.450e-04   -0.716 0.474215    
## PC2524      -1.406e-04  2.425e-04   -0.580 0.562130    
## PC2525       2.968e-04  2.464e-04    1.205 0.228501    
## PC2526      -2.330e-04  2.466e-04   -0.945 0.344803    
## PC2527      -3.632e-04  2.516e-04   -1.444 0.148971    
## PC2528      -1.739e-04  2.507e-04   -0.694 0.487897    
## PC2529       1.767e-05  2.471e-04    0.072 0.942983    
## PC2530       1.720e-04  2.422e-04    0.710 0.477727    
## PC2531      -2.328e-04  2.483e-04   -0.937 0.348705    
## PC2532      -3.857e-04  2.481e-04   -1.555 0.120142    
## PC2533       5.807e-04  2.434e-04    2.386 0.017136 *  
## PC2534      -2.724e-04  2.468e-04   -1.104 0.269861    
## PC2535      -1.256e-04  2.500e-04   -0.502 0.615506    
## PC2536      -7.067e-05  2.453e-04   -0.288 0.773339    
## PC2537      -2.913e-04  2.505e-04   -1.163 0.245079    
## PC2538      -5.232e-05  2.445e-04   -0.214 0.830578    
## PC2539      -6.785e-05  2.467e-04   -0.275 0.783282    
## PC2540       4.303e-04  2.423e-04    1.776 0.075960 .  
## PC2541       1.039e-04  2.439e-04    0.426 0.670058    
## PC2542       1.584e-04  2.466e-04    0.642 0.520826    
## PC2543       4.126e-04  2.432e-04    1.696 0.089998 .  
## PC2544      -3.565e-04  2.451e-04   -1.454 0.146032    
## PC2545       3.077e-04  2.432e-04    1.265 0.206008    
## PC2546      -5.709e-04  2.494e-04   -2.288 0.022228 *  
## PC2547       1.172e-04  2.510e-04    0.467 0.640423    
## PC2548       1.715e-04  2.478e-04    0.692 0.488940    
## PC2549       5.791e-04  2.423e-04    2.390 0.016951 *  
## PC2550      -5.635e-06  2.466e-04   -0.023 0.981773    
## PC2551       7.240e-05  2.463e-04    0.294 0.768798    
## PC2552       9.781e-05  2.411e-04    0.406 0.685033    
## PC2553       7.495e-05  2.408e-04    0.311 0.755648    
## PC2554      -1.243e-04  2.447e-04   -0.508 0.611576    
## PC2555       5.223e-04  2.560e-04    2.040 0.041458 *  
## PC2556       3.876e-04  2.494e-04    1.554 0.120434    
## PC2557       6.761e-05  2.462e-04    0.275 0.783633    
## PC2558       1.342e-04  2.466e-04    0.544 0.586412    
## PC2559      -2.494e-04  2.440e-04   -1.022 0.306806    
## PC2560      -2.409e-04  2.462e-04   -0.978 0.328061    
## PC2561      -1.535e-04  2.489e-04   -0.617 0.537607    
## PC2562      -6.862e-05  2.437e-04   -0.282 0.778342    
## PC2563      -5.664e-05  2.430e-04   -0.233 0.815721    
## PC2564      -4.032e-04  2.489e-04   -1.620 0.105378    
## PC2565       1.366e-04  2.461e-04    0.555 0.579072    
## PC2566       9.291e-05  2.499e-04    0.372 0.710088    
## PC2567      -1.973e-05  2.462e-04   -0.080 0.936133    
## PC2568      -2.594e-04  2.462e-04   -1.053 0.292282    
## PC2569      -6.892e-04  2.437e-04   -2.827 0.004745 ** 
## PC2570       2.568e-04  2.430e-04    1.057 0.290765    
## PC2571      -2.011e-04  2.454e-04   -0.820 0.412470    
## PC2572      -2.491e-04  2.496e-04   -0.998 0.318527    
## PC2573       3.348e-04  2.458e-04    1.362 0.173316    
## PC2574       3.710e-06  2.458e-04    0.015 0.987958    
## PC2575      -2.566e-04  2.461e-04   -1.043 0.297101    
## PC2576      -5.299e-05  2.497e-04   -0.212 0.831955    
## PC2577       7.913e-06  2.473e-04    0.032 0.974474    
## PC2578       1.048e-04  2.431e-04    0.431 0.666528    
## PC2579      -1.509e-04  2.471e-04   -0.611 0.541589    
## PC2580      -1.871e-04  2.419e-04   -0.774 0.439288    
## PC2581       4.413e-04  2.400e-04    1.839 0.066123 .  
## PC2582       1.189e-04  2.490e-04    0.478 0.633017    
## PC2583       1.810e-05  2.498e-04    0.072 0.942241    
## PC2584       3.211e-04  2.465e-04    1.302 0.192949    
## PC2585       5.250e-04  2.487e-04    2.111 0.034945 *  
## PC2586      -3.705e-04  2.505e-04   -1.479 0.139395    
## PC2587       2.457e-04  2.446e-04    1.004 0.315382    
## PC2588      -3.860e-05  2.449e-04   -0.158 0.874801    
## PC2589       7.023e-05  2.450e-04    0.287 0.774372    
## PC2590       2.012e-04  2.466e-04    0.816 0.414640    
## PC2591       9.916e-05  2.422e-04    0.409 0.682227    
## PC2592       3.315e-04  2.489e-04    1.332 0.183115    
## PC2593      -1.413e-04  2.435e-04   -0.580 0.561772    
## PC2594      -9.226e-05  2.487e-04   -0.371 0.710730    
## PC2595      -4.683e-05  2.530e-04   -0.185 0.853161    
## PC2596      -1.705e-04  2.418e-04   -0.705 0.480784    
## PC2597      -5.944e-05  2.540e-04   -0.234 0.814982    
## PC2598       2.030e-04  2.461e-04    0.825 0.409421    
## PC2599       3.033e-04  2.465e-04    1.230 0.218698    
## PC2600       4.547e-05  2.483e-04    0.183 0.854735    
## PC2601       5.773e-05  2.549e-04    0.226 0.820874    
## PC2602       3.665e-04  2.498e-04    1.467 0.142470    
## PC2603       3.188e-05  2.440e-04    0.131 0.896056    
## PC2604      -7.499e-05  2.526e-04   -0.297 0.766585    
## PC2605       2.334e-05  2.438e-04    0.096 0.923754    
## PC2606       6.962e-05  2.526e-04    0.276 0.782920    
## PC2607       1.341e-04  2.457e-04    0.546 0.585151    
## PC2608      -1.129e-04  2.512e-04   -0.449 0.653166    
## PC2609       4.241e-05  2.484e-04    0.171 0.864481    
## PC2610       1.091e-04  2.465e-04    0.442 0.658227    
## PC2611      -2.040e-05  2.503e-04   -0.082 0.935045    
## PC2612       1.746e-04  2.540e-04    0.687 0.491876    
## PC2613       1.355e-04  2.476e-04    0.547 0.584237    
## PC2614       7.197e-05  2.511e-04    0.287 0.774474    
## PC2615      -2.011e-04  2.511e-04   -0.801 0.423395    
## PC2616       3.341e-04  2.495e-04    1.339 0.180677    
## PC2617       2.221e-04  2.480e-04    0.895 0.370743    
## PC2618       7.197e-05  2.514e-04    0.286 0.774678    
## PC2619      -2.180e-04  2.496e-04   -0.873 0.382519    
## PC2620       4.418e-04  2.537e-04    1.742 0.081747 .  
## PC2621       1.021e-04  2.481e-04    0.411 0.680930    
## PC2622      -3.361e-04  2.521e-04   -1.333 0.182639    
## PC2623       9.916e-06  2.486e-04    0.040 0.968193    
## PC2624       2.207e-04  2.449e-04    0.901 0.367493    
## PC2625       6.153e-04  2.466e-04    2.495 0.012702 *  
## PC2626       2.019e-05  2.492e-04    0.081 0.935455    
## PC2627       4.108e-04  2.469e-04    1.664 0.096377 .  
## PC2628       6.334e-05  2.498e-04    0.254 0.799879    
## PC2629       1.139e-04  2.473e-04    0.461 0.645138    
## PC2630      -4.036e-04  2.547e-04   -1.585 0.113246    
## PC2631       3.775e-04  2.469e-04    1.529 0.126500    
## PC2632       9.807e-05  2.445e-04    0.401 0.688411    
## PC2633       5.920e-05  2.439e-04    0.243 0.808243    
## PC2634       2.345e-04  2.505e-04    0.936 0.349529    
## PC2635       5.401e-04  2.541e-04    2.126 0.033682 *  
## PC2636       1.477e-04  2.476e-04    0.597 0.550838    
## PC2637       3.914e-04  2.469e-04    1.585 0.113128    
## PC2638      -2.739e-04  2.521e-04   -1.086 0.277408    
## PC2639       2.458e-04  2.502e-04    0.982 0.326072    
## PC2640      -2.437e-04  2.528e-04   -0.964 0.335162    
## PC2641       1.948e-04  2.463e-04    0.791 0.429081    
## PC2642      -4.031e-05  2.443e-04   -0.165 0.868976    
## PC2643      -2.772e-04  2.416e-04   -1.148 0.251287    
## PC2644       6.151e-04  2.454e-04    2.507 0.012268 *  
## PC2645       8.502e-05  2.449e-04    0.347 0.728524    
## PC2646      -7.453e-05  2.493e-04   -0.299 0.765030    
## PC2647      -1.618e-04  2.516e-04   -0.643 0.520349    
## PC2648      -2.337e-04  2.518e-04   -0.928 0.353494    
## PC2649      -1.762e-04  2.460e-04   -0.716 0.474001    
## PC2650       3.067e-04  2.424e-04    1.265 0.205946    
## PC2651      -3.610e-05  2.473e-04   -0.146 0.883954    
## PC2652       4.603e-04  2.489e-04    1.850 0.064539 .  
## PC2653      -1.644e-04  2.484e-04   -0.662 0.508265    
## PC2654      -1.989e-04  2.478e-04   -0.803 0.422206    
## PC2655       3.788e-04  2.552e-04    1.484 0.137887    
## PC2656       4.893e-04  2.475e-04    1.977 0.048198 *  
## PC2657      -1.598e-05  2.465e-04   -0.065 0.948330    
## PC2658      -5.600e-04  2.560e-04   -2.188 0.028837 *  
## PC2659       1.400e-04  2.517e-04    0.556 0.578122    
## PC2660       5.432e-04  2.466e-04    2.202 0.027770 *  
## PC2661      -3.243e-04  2.576e-04   -1.259 0.208237    
## PC2662      -1.853e-04  2.481e-04   -0.747 0.455190    
## PC2663       3.334e-04  2.495e-04    1.336 0.181664    
## PC2664      -1.056e-04  2.521e-04   -0.419 0.675377    
## PC2665       3.161e-04  2.480e-04    1.275 0.202471    
## PC2666       6.539e-04  2.492e-04    2.624 0.008770 ** 
## PC2667       1.106e-04  2.503e-04    0.442 0.658716    
## PC2668      -2.814e-04  2.540e-04   -1.108 0.268077    
## PC2669       2.004e-04  2.493e-04    0.804 0.421735    
## PC2670      -1.592e-04  2.482e-04   -0.641 0.521454    
## PC2671       1.478e-04  2.494e-04    0.593 0.553480    
## PC2672       3.524e-04  2.507e-04    1.406 0.159961    
## PC2673       4.577e-04  2.500e-04    1.831 0.067303 .  
## PC2674       6.802e-07  2.515e-04    0.003 0.997842    
## PC2675      -4.974e-04  2.535e-04   -1.962 0.049919 *  
## PC2676      -2.103e-04  2.485e-04   -0.847 0.397318    
## PC2677      -4.894e-04  2.521e-04   -1.942 0.052349 .  
## PC2678      -2.515e-04  2.446e-04   -1.028 0.303989    
## PC2679      -1.181e-04  2.486e-04   -0.475 0.634909    
## PC2680       3.279e-04  2.551e-04    1.285 0.198966    
## PC2681       2.787e-04  2.487e-04    1.120 0.262696    
## PC2682       3.243e-04  2.504e-04    1.295 0.195456    
## PC2683      -2.232e-04  2.463e-04   -0.906 0.365053    
## PC2684      -4.331e-04  2.457e-04   -1.763 0.078152 .  
## PC2685       1.085e-04  2.591e-04    0.419 0.675467    
## PC2686       1.848e-04  2.465e-04    0.750 0.453606    
## PC2687      -1.695e-04  2.480e-04   -0.683 0.494490    
## PC2688      -3.322e-05  2.518e-04   -0.132 0.895061    
## PC2689       1.135e-04  2.509e-04    0.453 0.650886    
## PC2690       2.888e-04  2.495e-04    1.158 0.247081    
## PC2691      -2.359e-04  2.446e-04   -0.964 0.334966    
## PC2692       3.839e-05  2.491e-04    0.154 0.877512    
## PC2693       1.016e-04  2.503e-04    0.406 0.684872    
## PC2694       2.271e-04  2.517e-04    0.902 0.367079    
## PC2695      -1.171e-04  2.528e-04   -0.463 0.643328    
## PC2696       3.853e-05  2.526e-04    0.153 0.878767    
## PC2697      -7.224e-04  2.521e-04   -2.866 0.004208 ** 
## PC2698      -2.834e-04  2.523e-04   -1.123 0.261432    
## PC2699      -1.434e-04  2.512e-04   -0.571 0.568029    
## PC2700       5.323e-06  2.525e-04    0.021 0.983182    
## PC2701       1.418e-04  2.499e-04    0.567 0.570529    
## PC2702      -2.002e-04  2.525e-04   -0.793 0.427889    
## PC2703       1.195e-04  2.506e-04    0.477 0.633654    
## PC2704      -1.227e-04  2.577e-04   -0.476 0.634046    
## PC2705       1.701e-04  2.562e-04    0.664 0.506663    
## PC2706       1.933e-04  2.497e-04    0.774 0.438910    
## PC2707       7.276e-05  2.542e-04    0.286 0.774745    
## PC2708      -2.108e-05  2.525e-04   -0.083 0.933482    
## PC2709      -9.452e-05  2.472e-04   -0.382 0.702282    
## PC2710       3.110e-04  2.505e-04    1.242 0.214511    
## PC2711       1.187e-04  2.493e-04    0.476 0.634121    
## PC2712       3.446e-04  2.498e-04    1.380 0.167889    
## PC2713       3.333e-04  2.491e-04    1.338 0.181108    
## PC2714      -2.069e-04  2.536e-04   -0.816 0.414711    
## PC2715      -2.561e-04  2.486e-04   -1.030 0.303008    
## PC2716      -2.156e-05  2.545e-04   -0.085 0.932498    
## PC2717      -1.340e-05  2.470e-04   -0.054 0.956747    
## PC2718       2.570e-04  2.512e-04    1.023 0.306491    
## PC2719      -5.517e-04  2.465e-04   -2.238 0.025348 *  
## PC2720      -1.310e-04  2.452e-04   -0.534 0.593423    
## PC2721       6.137e-04  2.484e-04    2.471 0.013586 *  
## PC2722       4.825e-04  2.595e-04    1.859 0.063151 .  
## PC2723       2.767e-04  2.499e-04    1.107 0.268428    
## PC2724       1.224e-04  2.508e-04    0.488 0.625559    
## PC2725       2.198e-04  2.462e-04    0.893 0.372163    
## PC2726      -2.380e-04  2.496e-04   -0.954 0.340396    
## PC2727      -2.538e-05  2.504e-04   -0.101 0.919298    
## PC2728      -8.993e-05  2.500e-04   -0.360 0.719140    
## PC2729       4.063e-04  2.568e-04    1.582 0.113840    
## PC2730      -8.824e-05  2.509e-04   -0.352 0.725085    
## PC2731       1.400e-04  2.472e-04    0.566 0.571259    
## PC2732       6.609e-04  2.547e-04    2.595 0.009535 ** 
## PC2733       8.626e-05  2.477e-04    0.348 0.727707    
## PC2734       2.789e-04  2.506e-04    1.113 0.265916    
## PC2735       3.110e-04  2.553e-04    1.218 0.223272    
## PC2736       1.340e-04  2.525e-04    0.531 0.595616    
## PC2737       1.367e-04  2.480e-04    0.551 0.581647    
## PC2738      -5.763e-06  2.515e-04   -0.023 0.981720    
## PC2739       3.681e-04  2.532e-04    1.454 0.146235    
## PC2740      -2.236e-04  2.553e-04   -0.876 0.381168    
## PC2741      -9.717e-05  2.483e-04   -0.391 0.695584    
## PC2742       1.855e-04  2.507e-04    0.740 0.459321    
## PC2743       3.081e-04  2.524e-04    1.221 0.222425    
## PC2744      -2.380e-04  2.515e-04   -0.946 0.344140    
## PC2745       1.600e-04  2.503e-04    0.639 0.522792    
## PC2746       1.941e-04  2.587e-04    0.750 0.453117    
## PC2747      -2.023e-05  2.580e-04   -0.078 0.937516    
## PC2748      -3.841e-04  2.551e-04   -1.506 0.132224    
## PC2749       4.326e-05  2.498e-04    0.173 0.862496    
## PC2750      -4.132e-04  2.487e-04   -1.661 0.096831 .  
## PC2751      -5.547e-04  2.528e-04   -2.195 0.028316 *  
## PC2752      -1.161e-05  2.477e-04   -0.047 0.962614    
## PC2753      -7.666e-05  2.526e-04   -0.304 0.761537    
## PC2754      -1.752e-04  2.486e-04   -0.705 0.480920    
## PC2755      -2.403e-04  2.503e-04   -0.960 0.337064    
## PC2756       1.593e-05  2.573e-04    0.062 0.950631    
## PC2757       1.607e-04  2.536e-04    0.634 0.526430    
## PC2758      -2.373e-04  2.499e-04   -0.949 0.342551    
## PC2759      -3.091e-04  2.554e-04   -1.210 0.226251    
## PC2760       3.351e-04  2.559e-04    1.309 0.190603    
## PC2761      -2.363e-04  2.575e-04   -0.918 0.358988    
## PC2762      -3.912e-04  2.508e-04   -1.560 0.118989    
## PC2763       2.652e-04  2.592e-04    1.023 0.306411    
## PC2764       8.418e-05  2.526e-04    0.333 0.738976    
## PC2765      -9.550e-05  2.545e-04   -0.375 0.707523    
## PC2766       2.600e-04  2.479e-04    1.049 0.294321    
## PC2767      -3.678e-05  2.529e-04   -0.145 0.884374    
## PC2768       3.645e-04  2.529e-04    1.442 0.149608    
## PC2769      -4.550e-04  2.539e-04   -1.792 0.073287 .  
## PC2770       3.242e-04  2.568e-04    1.263 0.206865    
## PC2771       3.420e-04  2.500e-04    1.368 0.171450    
## PC2772      -1.405e-04  2.548e-04   -0.552 0.581283    
## PC2773      -3.009e-05  2.577e-04   -0.117 0.907072    
## PC2774       1.482e-05  2.535e-04    0.058 0.953382    
## PC2775      -3.341e-05  2.500e-04   -0.134 0.893678    
## PC2776       7.610e-04  2.519e-04    3.021 0.002553 ** 
## PC2777      -1.558e-04  2.560e-04   -0.609 0.542860    
## PC2778       1.548e-04  2.533e-04    0.611 0.541304    
## PC2779      -2.802e-04  2.525e-04   -1.109 0.267423    
## PC2780       7.142e-05  2.570e-04    0.278 0.781138    
## PC2781       2.700e-04  2.501e-04    1.079 0.280515    
## PC2782       1.431e-04  2.522e-04    0.567 0.570451    
## PC2783      -1.518e-04  2.511e-04   -0.604 0.545598    
## PC2784      -7.108e-06  2.569e-04   -0.028 0.977934    
## PC2785      -1.865e-04  2.523e-04   -0.739 0.459786    
## PC2786       2.628e-06  2.568e-04    0.010 0.991836    
## PC2787       2.430e-04  2.535e-04    0.959 0.337848    
## PC2788       6.539e-05  2.546e-04    0.257 0.797360    
## PC2789      -2.055e-04  2.485e-04   -0.827 0.408381    
## PC2790      -4.021e-04  2.474e-04   -1.625 0.104340    
## PC2791      -1.096e-04  2.503e-04   -0.438 0.661382    
## PC2792       1.051e-04  2.539e-04    0.414 0.678922    
## PC2793      -1.346e-04  2.576e-04   -0.523 0.601295    
## PC2794       5.767e-04  2.498e-04    2.309 0.021085 *  
## PC2795       1.096e-04  2.527e-04    0.434 0.664675    
## PC2796      -1.157e-04  2.541e-04   -0.455 0.648859    
## PC2797      -7.597e-05  2.523e-04   -0.301 0.763382    
## PC2798      -1.071e-04  2.521e-04   -0.425 0.671160    
## PC2799      -3.178e-04  2.555e-04   -1.244 0.213734    
## PC2800       2.675e-04  2.555e-04    1.047 0.295274    
## PC2801       5.422e-04  2.539e-04    2.136 0.032857 *  
## PC2802      -9.503e-05  2.550e-04   -0.373 0.709404    
## PC2803      -2.094e-04  2.561e-04   -0.817 0.413847    
## PC2804      -2.758e-04  2.514e-04   -1.097 0.272742    
## PC2805       1.312e-04  2.504e-04    0.524 0.600252    
## PC2806       4.548e-04  2.595e-04    1.753 0.079833 .  
## PC2807      -1.958e-05  2.558e-04   -0.077 0.939010    
## PC2808      -4.495e-05  2.537e-04   -0.177 0.859387    
## PC2809       1.855e-04  2.530e-04    0.733 0.463550    
## PC2810       2.457e-04  2.553e-04    0.962 0.336015    
## PC2811       3.789e-04  2.515e-04    1.506 0.132149    
## PC2812      -1.435e-04  2.476e-04   -0.580 0.562169    
## PC2813       3.127e-04  2.498e-04    1.252 0.210786    
## PC2814      -2.010e-04  2.614e-04   -0.769 0.441878    
## PC2815       2.622e-04  2.578e-04    1.017 0.309286    
## PC2816      -1.294e-04  2.572e-04   -0.503 0.614821    
## PC2817      -1.782e-04  2.532e-04   -0.704 0.481704    
## PC2818       2.957e-04  2.530e-04    1.169 0.242621    
## PC2819       1.799e-04  2.600e-04    0.692 0.488968    
## PC2820      -8.020e-05  2.561e-04   -0.313 0.754223    
## PC2821       2.150e-04  2.548e-04    0.844 0.398875    
## PC2822      -1.824e-04  2.532e-04   -0.720 0.471414    
## PC2823      -1.893e-04  2.525e-04   -0.750 0.453446    
## PC2824       3.398e-04  2.585e-04    1.314 0.188869    
## PC2825       5.602e-04  2.501e-04    2.240 0.025200 *  
## PC2826      -1.205e-04  2.519e-04   -0.479 0.632332    
## PC2827       1.221e-04  2.546e-04    0.479 0.631698    
## PC2828      -5.402e-04  2.570e-04   -2.102 0.035699 *  
## PC2829       2.455e-04  2.481e-04    0.990 0.322549    
## PC2830       3.122e-04  2.530e-04    1.234 0.217446    
## PC2831       2.178e-04  2.568e-04    0.848 0.396384    
## PC2832      -5.886e-05  2.533e-04   -0.232 0.816262    
## PC2833      -3.394e-05  2.544e-04   -0.133 0.893892    
## PC2834      -4.438e-04  2.535e-04   -1.750 0.080218 .  
## PC2835      -2.871e-05  2.511e-04   -0.114 0.909013    
## PC2836      -1.268e-04  2.570e-04   -0.493 0.621773    
## PC2837      -6.244e-05  2.596e-04   -0.241 0.809957    
## PC2838      -3.002e-04  2.555e-04   -1.175 0.240139    
## PC2839       2.977e-04  2.548e-04    1.168 0.242765    
## PC2840       1.644e-04  2.588e-04    0.635 0.525422    
## PC2841      -1.427e-04  2.546e-04   -0.561 0.575166    
## PC2842       5.474e-05  2.566e-04    0.213 0.831099    
## PC2843      -2.610e-05  2.563e-04   -0.102 0.918918    
## PC2844       5.353e-04  2.529e-04    2.116 0.034457 *  
## PC2845       1.953e-04  2.581e-04    0.756 0.449469    
## PC2846       1.077e-05  2.511e-04    0.043 0.965803    
## PC2847      -1.040e-04  2.575e-04   -0.404 0.686517    
## PC2848      -3.606e-04  2.574e-04   -1.401 0.161381    
## PC2849      -2.024e-04  2.553e-04   -0.793 0.428059    
## PC2850       1.509e-04  2.544e-04    0.593 0.553067    
## PC2851      -2.028e-04  2.590e-04   -0.783 0.433769    
## PC2852      -1.533e-04  2.526e-04   -0.607 0.543996    
## PC2853      -2.977e-04  2.623e-04   -1.135 0.256546    
## PC2854       2.003e-04  2.578e-04    0.777 0.437256    
## PC2855      -1.760e-04  2.546e-04   -0.691 0.489657    
## PC2856      -5.305e-05  2.554e-04   -0.208 0.835479    
## PC2857       2.377e-04  2.540e-04    0.936 0.349624    
## PC2858       5.871e-05  2.570e-04    0.228 0.819338    
## PC2859      -1.199e-04  2.554e-04   -0.470 0.638693    
## PC2860      -2.681e-05  2.540e-04   -0.106 0.915943    
## PC2861      -7.206e-04  2.521e-04   -2.859 0.004307 ** 
## PC2862       1.427e-04  2.523e-04    0.565 0.571834    
## PC2863       7.389e-05  2.580e-04    0.286 0.774627    
## PC2864       5.413e-05  2.548e-04    0.212 0.831790    
## PC2865       2.214e-04  2.518e-04    0.879 0.379412    
## PC2866       9.795e-06  2.519e-04    0.039 0.968980    
## PC2867      -2.269e-04  2.541e-04   -0.893 0.371972    
## PC2868       7.150e-04  2.524e-04    2.833 0.004666 ** 
## PC2869      -4.266e-04  2.535e-04   -1.683 0.092639 .  
## PC2870       2.797e-04  2.540e-04    1.101 0.270891    
## PC2871       3.548e-04  2.505e-04    1.416 0.156874    
## PC2872      -3.885e-04  2.551e-04   -1.523 0.127961    
## PC2873       9.571e-05  2.599e-04    0.368 0.712729    
## PC2874       3.353e-04  2.555e-04    1.312 0.189549    
## PC2875       8.571e-05  2.591e-04    0.331 0.740869    
## PC2876       2.946e-06  2.631e-04    0.011 0.991068    
## PC2877      -2.874e-04  2.571e-04   -1.118 0.263851    
## PC2878      -7.796e-05  2.564e-04   -0.304 0.761117    
## PC2879      -1.358e-04  2.556e-04   -0.532 0.595099    
## PC2880      -2.396e-04  2.575e-04   -0.930 0.352394    
## PC2881       5.451e-05  2.575e-04    0.212 0.832386    
## PC2882      -4.001e-04  2.569e-04   -1.558 0.119446    
## PC2883       6.761e-05  2.571e-04    0.263 0.792633    
## PC2884       1.376e-04  2.616e-04    0.526 0.598814    
## PC2885      -5.629e-04  2.557e-04   -2.202 0.027801 *  
## PC2886       4.903e-04  2.550e-04    1.923 0.054619 .  
## PC2887      -3.800e-05  2.546e-04   -0.149 0.881344    
## PC2888       4.667e-05  2.543e-04    0.184 0.854387    
## PC2889      -2.673e-04  2.558e-04   -1.045 0.296121    
## PC2890       6.696e-05  2.563e-04    0.261 0.793947    
## PC2891      -6.667e-04  2.605e-04   -2.559 0.010587 *  
## PC2892      -3.384e-05  2.572e-04   -0.132 0.895347    
## PC2893      -6.021e-06  2.525e-04   -0.024 0.980975    
## PC2894      -1.902e-04  2.532e-04   -0.751 0.452627    
## PC2895       7.124e-05  2.578e-04    0.276 0.782329    
## PC2896       1.631e-04  2.566e-04    0.636 0.525112    
## PC2897       3.440e-04  2.593e-04    1.326 0.184863    
## PC2898      -6.459e-04  2.551e-04   -2.532 0.011434 *  
## PC2899       4.875e-05  2.555e-04    0.191 0.848691    
## PC2900       1.359e-05  2.540e-04    0.054 0.957339    
## PC2901       1.319e-04  2.513e-04    0.525 0.599704    
## PC2902       3.895e-04  2.592e-04    1.502 0.133175    
## PC2903      -2.831e-04  2.604e-04   -1.087 0.277020    
## PC2904       1.316e-04  2.597e-04    0.507 0.612235    
## PC2905      -1.268e-04  2.610e-04   -0.486 0.627272    
## PC2906       1.530e-04  2.542e-04    0.602 0.547274    
## PC2907      -3.356e-04  2.584e-04   -1.299 0.194227    
## PC2908       1.520e-04  2.628e-04    0.578 0.563030    
## PC2909      -3.136e-04  2.558e-04   -1.226 0.220380    
## PC2910      -2.739e-04  2.523e-04   -1.086 0.277771    
## PC2911       9.137e-05  2.531e-04    0.361 0.718157    
## PC2912      -2.808e-04  2.577e-04   -1.090 0.275895    
## PC2913      -2.193e-04  2.547e-04   -0.861 0.389321    
## PC2914       5.267e-05  2.554e-04    0.206 0.836626    
## PC2915      -2.036e-04  2.531e-04   -0.804 0.421322    
## PC2916       3.019e-05  2.539e-04    0.119 0.905373    
## PC2917      -2.078e-04  2.564e-04   -0.810 0.417876    
## PC2918      -3.267e-04  2.601e-04   -1.256 0.209301    
## PC2919      -5.237e-05  2.622e-04   -0.200 0.841708    
## PC2920       1.116e-04  2.561e-04    0.436 0.663118    
## PC2921      -1.123e-04  2.563e-04   -0.438 0.661283    
## PC2922       3.059e-04  2.604e-04    1.175 0.240201    
## PC2923      -4.760e-04  2.587e-04   -1.840 0.065978 .  
## PC2924      -9.697e-05  2.506e-04   -0.387 0.698843    
## PC2925       1.200e-04  2.562e-04    0.468 0.639590    
## PC2926      -5.261e-05  2.597e-04   -0.203 0.839465    
## PC2927      -4.997e-05  2.593e-04   -0.193 0.847209    
## PC2928      -3.409e-05  2.592e-04   -0.132 0.895381    
## PC2929      -3.019e-05  2.569e-04   -0.118 0.906470    
## PC2930      -1.422e-04  2.614e-04   -0.544 0.586549    
## PC2931      -3.029e-04  2.588e-04   -1.170 0.242103    
## PC2932       2.617e-04  2.559e-04    1.023 0.306439    
## PC2933      -1.639e-04  2.545e-04   -0.644 0.519708    
## PC2934       1.384e-04  2.555e-04    0.542 0.588117    
## PC2935       2.312e-04  2.592e-04    0.892 0.372674    
## PC2936       1.717e-04  2.630e-04    0.653 0.513970    
## PC2937      -1.252e-04  2.544e-04   -0.492 0.622611    
## PC2938      -8.277e-06  2.561e-04   -0.032 0.974219    
## PC2939      -2.922e-04  2.534e-04   -1.153 0.248984    
## PC2940      -3.050e-04  2.611e-04   -1.168 0.242904    
## PC2941       2.410e-04  2.590e-04    0.930 0.352276    
## PC2942      -1.826e-04  2.607e-04   -0.700 0.483745    
## PC2943       1.591e-04  2.618e-04    0.608 0.543306    
## PC2944       3.041e-04  2.631e-04    1.156 0.247907    
## PC2945      -3.209e-04  2.540e-04   -1.263 0.206686    
## PC2946      -4.785e-04  2.588e-04   -1.849 0.064697 .  
## PC2947      -1.896e-04  2.590e-04   -0.732 0.464245    
## PC2948      -3.295e-04  2.591e-04   -1.272 0.203524    
## PC2949       3.772e-04  2.592e-04    1.455 0.145716    
## PC2950       8.181e-05  2.562e-04    0.319 0.749531    
## PC2951       9.580e-05  2.602e-04    0.368 0.712823    
## PC2952      -1.719e-04  2.586e-04   -0.665 0.506390    
## PC2953       1.445e-04  2.633e-04    0.549 0.583187    
## PC2954       1.511e-04  2.582e-04    0.585 0.558447    
## PC2955      -6.232e-05  2.639e-04   -0.236 0.813367    
## PC2956      -5.903e-05  2.607e-04   -0.226 0.820928    
## PC2957      -2.780e-04  2.621e-04   -1.061 0.288904    
## PC2958      -4.009e-04  2.531e-04   -1.584 0.113432    
## PC2959      -4.219e-04  2.596e-04   -1.625 0.104292    
## PC2960      -2.725e-04  2.584e-04   -1.055 0.291780    
## PC2961      -2.044e-04  2.577e-04   -0.793 0.427837    
## PC2962      -3.275e-05  2.589e-04   -0.126 0.899360    
## PC2963       1.487e-05  2.556e-04    0.058 0.953627    
## PC2964      -1.219e-04  2.539e-04   -0.480 0.631109    
## PC2965      -9.401e-05  2.595e-04   -0.362 0.717160    
## PC2966      -4.546e-04  2.615e-04   -1.739 0.082290 .  
## PC2967      -3.912e-04  2.622e-04   -1.492 0.135860    
## PC2968       5.612e-04  2.596e-04    2.162 0.030751 *  
## PC2969       2.798e-04  2.601e-04    1.076 0.282028    
## PC2970       1.946e-04  2.553e-04    0.762 0.445883    
## PC2971       3.745e-04  2.524e-04    1.484 0.138108    
## PC2972      -1.824e-04  2.587e-04   -0.705 0.480851    
## PC2973       2.153e-04  2.545e-04    0.846 0.397699    
## PC2974      -3.657e-05  2.620e-04   -0.140 0.888996    
## PC2975       2.894e-04  2.628e-04    1.101 0.270974    
## PC2976       1.178e-04  2.567e-04    0.459 0.646434    
## PC2977       8.214e-05  2.565e-04    0.320 0.748814    
## PC2978      -6.704e-05  2.660e-04   -0.252 0.801044    
## PC2979       2.731e-04  2.603e-04    1.049 0.294287    
## PC2980       3.706e-04  2.579e-04    1.437 0.150875    
## PC2981       3.277e-05  2.603e-04    0.126 0.899815    
## PC2982      -4.102e-04  2.585e-04   -1.587 0.112775    
## PC2983      -3.106e-04  2.565e-04   -1.211 0.226032    
## PC2984       3.060e-04  2.562e-04    1.194 0.232446    
## PC2985       4.540e-04  2.687e-04    1.689 0.091307 .  
## PC2986       2.427e-04  2.649e-04    0.916 0.359719    
## PC2987       1.412e-04  2.659e-04    0.531 0.595575    
## PC2988      -2.338e-04  2.574e-04   -0.908 0.363837    
## PC2989      -6.086e-05  2.590e-04   -0.235 0.814244    
## PC2990      -2.949e-04  2.625e-04   -1.123 0.261381    
## PC2991      -1.222e-06  2.611e-04   -0.005 0.996268    
## PC2992      -5.872e-05  2.607e-04   -0.225 0.821853    
## PC2993       1.191e-04  2.594e-04    0.459 0.646281    
## PC2994       1.371e-04  2.593e-04    0.529 0.596934    
## PC2995      -3.179e-04  2.541e-04   -1.251 0.211096    
## PC2996       9.364e-04  2.601e-04    3.600 0.000327 ***
## PC2997      -1.836e-04  2.582e-04   -0.711 0.477188    
## PC2998       1.464e-04  2.608e-04    0.561 0.574634    
## PC2999       1.053e-04  2.575e-04    0.409 0.682535    
## PC3000       1.111e-04  2.586e-04    0.430 0.667580    
## PC3001      -3.415e-04  2.547e-04   -1.341 0.180176    
## PC3002      -2.270e-04  2.613e-04   -0.869 0.385048    
## PC3003      -3.052e-05  2.650e-04   -0.115 0.908322    
## PC3004       1.156e-04  2.611e-04    0.443 0.657943    
## PC3005       2.078e-04  2.621e-04    0.793 0.428081    
## PC3006       2.533e-04  2.567e-04    0.987 0.323792    
## PC3007      -3.320e-04  2.588e-04   -1.283 0.199724    
## PC3008      -1.744e-05  2.628e-04   -0.066 0.947101    
## PC3009       1.468e-04  2.637e-04    0.557 0.577916    
## PC3010       8.679e-05  2.575e-04    0.337 0.736154    
## PC3011       7.915e-05  2.646e-04    0.299 0.764918    
## PC3012       1.059e-04  2.648e-04    0.400 0.689369    
## PC3013       2.123e-04  2.677e-04    0.793 0.427798    
## PC3014      -1.856e-04  2.621e-04   -0.708 0.479016    
## PC3015      -7.127e-05  2.629e-04   -0.271 0.786339    
## PC3016       4.325e-05  2.645e-04    0.163 0.870167    
## PC3017       3.641e-04  2.650e-04    1.374 0.169695    
## PC3018       2.864e-04  2.572e-04    1.114 0.265476    
## PC3019       4.818e-05  2.641e-04    0.182 0.855265    
## PC3020       2.060e-04  2.601e-04    0.792 0.428448    
## PC3021       5.752e-05  2.586e-04    0.222 0.824026    
## PC3022       4.451e-06  2.600e-04    0.017 0.986341    
## PC3023       2.353e-04  2.614e-04    0.900 0.368011    
## PC3024      -3.721e-04  2.622e-04   -1.419 0.156087    
## PC3025       2.511e-04  2.682e-04    0.936 0.349329    
## PC3026      -5.898e-04  2.586e-04   -2.280 0.022699 *  
## PC3027      -1.691e-04  2.606e-04   -0.649 0.516672    
## PC3028      -8.477e-05  2.564e-04   -0.331 0.741024    
## PC3029       5.628e-05  2.554e-04    0.220 0.825601    
## PC3030      -1.647e-04  2.597e-04   -0.634 0.526124    
## PC3031      -1.287e-04  2.623e-04   -0.491 0.623683    
## PC3032      -1.248e-04  2.631e-04   -0.474 0.635375    
## PC3033       8.642e-05  2.621e-04    0.330 0.741614    
## PC3034      -1.004e-04  2.635e-04   -0.381 0.703275    
## PC3035       4.121e-05  2.563e-04    0.161 0.872261    
## PC3036      -2.615e-04  2.627e-04   -0.995 0.319755    
## PC3037      -4.576e-05  2.612e-04   -0.175 0.860925    
## PC3038      -8.759e-04  2.646e-04   -3.310 0.000953 ***
## PC3039       9.550e-05  2.635e-04    0.362 0.717110    
## PC3040      -1.360e-05  2.583e-04   -0.053 0.958032    
## PC3041      -5.104e-05  2.604e-04   -0.196 0.844637    
## PC3042      -6.739e-05  2.705e-04   -0.249 0.803323    
## PC3043       5.990e-04  2.568e-04    2.333 0.019782 *  
## PC3044       6.028e-05  2.596e-04    0.232 0.816420    
## PC3045      -3.939e-04  2.618e-04   -1.504 0.132700    
## PC3046       3.987e-04  2.624e-04    1.519 0.128846    
## PC3047       3.146e-04  2.603e-04    1.208 0.227054    
## PC3048       3.313e-04  2.613e-04    1.268 0.205025    
## PC3049       4.950e-04  2.655e-04    1.865 0.062376 .  
## PC3050       1.040e-04  2.636e-04    0.395 0.693157    
## PC3051      -5.854e-04  2.626e-04   -2.229 0.025959 *  
## PC3052      -2.438e-05  2.600e-04   -0.094 0.925323    
## PC3053       3.740e-04  2.581e-04    1.449 0.147425    
## PC3054       4.182e-04  2.591e-04    1.614 0.106662    
## PC3055       2.572e-04  2.619e-04    0.982 0.326343    
## PC3056       4.019e-05  2.643e-04    0.152 0.879138    
## PC3057       6.058e-06  2.612e-04    0.023 0.981500    
## PC3058      -6.877e-06  2.644e-04   -0.026 0.979252    
## PC3059      -7.751e-05  2.609e-04   -0.297 0.766435    
## PC3060      -1.593e-05  2.596e-04   -0.061 0.951088    
## PC3061      -3.446e-04  2.646e-04   -1.302 0.193071    
## PC3062      -2.833e-04  2.638e-04   -1.074 0.282945    
## PC3063      -2.471e-04  2.629e-04   -0.940 0.347246    
## PC3064      -1.198e-04  2.641e-04   -0.453 0.650261    
## PC3065      -5.326e-04  2.572e-04   -2.071 0.038497 *  
## PC3066       9.718e-05  2.605e-04    0.373 0.709156    
## PC3067      -6.080e-05  2.653e-04   -0.229 0.818778    
## PC3068      -7.687e-05  2.622e-04   -0.293 0.769401    
## PC3069       2.341e-05  2.598e-04    0.090 0.928233    
## PC3070       4.271e-04  2.636e-04    1.620 0.105386    
## PC3071      -5.352e-05  2.610e-04   -0.205 0.837534    
## PC3072       3.462e-06  2.603e-04    0.013 0.989388    
## PC3073       5.995e-04  2.578e-04    2.325 0.020176 *  
## PC3074      -1.185e-04  2.652e-04   -0.447 0.654994    
## PC3075       1.099e-04  2.581e-04    0.426 0.670336    
## PC3076      -9.454e-05  2.618e-04   -0.361 0.718106    
## PC3077      -5.308e-04  2.615e-04   -2.030 0.042521 *  
## PC3078       3.293e-04  2.593e-04    1.270 0.204285    
## PC3079      -2.935e-04  2.582e-04   -1.137 0.255816    
## PC3080      -1.034e-04  2.630e-04   -0.393 0.694340    
## PC3081       1.629e-05  2.672e-04    0.061 0.951387    
## PC3082       3.800e-05  2.597e-04    0.146 0.883695    
## PC3083      -8.963e-05  2.655e-04   -0.338 0.735690    
## PC3084      -2.937e-04  2.646e-04   -1.110 0.267131    
## PC3085      -2.974e-04  2.591e-04   -1.148 0.251231    
## PC3086      -2.776e-04  2.591e-04   -1.071 0.284170    
## PC3087       3.575e-04  2.625e-04    1.362 0.173370    
## PC3088       8.716e-05  2.659e-04    0.328 0.743149    
## PC3089       4.465e-04  2.589e-04    1.725 0.084735 .  
## PC3090       1.304e-04  2.599e-04    0.502 0.615969    
## PC3091      -7.003e-04  2.666e-04   -2.627 0.008691 ** 
## PC3092      -4.429e-05  2.648e-04   -0.167 0.867167    
## PC3093       3.554e-04  2.667e-04    1.332 0.182928    
## PC3094      -3.438e-04  2.614e-04   -1.315 0.188589    
## PC3095       1.127e-04  2.660e-04    0.424 0.671903    
## PC3096       6.451e-05  2.598e-04    0.248 0.803915    
## PC3097       1.378e-04  2.604e-04    0.529 0.596770    
## PC3098       5.346e-05  2.626e-04    0.204 0.838698    
## PC3099      -1.659e-04  2.624e-04   -0.632 0.527343    
## PC3100      -6.560e-05  2.670e-04   -0.246 0.805939    
## PC3101      -5.354e-04  2.580e-04   -2.076 0.038084 *  
## PC3102      -3.673e-04  2.678e-04   -1.372 0.170385    
## PC3103      -2.743e-04  2.621e-04   -1.046 0.295518    
## PC3104      -2.086e-04  2.638e-04   -0.791 0.429306    
## PC3105       1.000e-04  2.629e-04    0.380 0.703688    
## PC3106       2.119e-04  2.680e-04    0.791 0.429069    
## PC3107      -1.110e-04  2.698e-04   -0.411 0.680794    
## PC3108      -2.915e-04  2.631e-04   -1.108 0.268103    
## PC3109       3.433e-04  2.591e-04    1.325 0.185320    
## PC3110       4.064e-04  2.651e-04    1.533 0.125412    
## PC3111      -8.096e-05  2.608e-04   -0.310 0.756259    
## PC3112       1.390e-04  2.627e-04    0.529 0.596852    
## PC3113       7.875e-05  2.666e-04    0.295 0.767723    
## PC3114       1.304e-04  2.653e-04    0.491 0.623196    
## PC3115       9.097e-06  2.680e-04    0.034 0.972930    
## PC3116      -7.228e-05  2.633e-04   -0.275 0.783695    
## PC3117      -3.606e-04  2.586e-04   -1.395 0.163301    
## PC3118      -3.043e-04  2.643e-04   -1.151 0.249840    
## PC3119      -2.157e-04  2.612e-04   -0.826 0.409024    
## PC3120      -1.854e-04  2.612e-04   -0.710 0.477969    
## PC3121      -1.334e-04  2.608e-04   -0.512 0.608940    
## PC3122      -2.547e-04  2.589e-04   -0.984 0.325301    
## PC3123       2.276e-04  2.633e-04    0.864 0.387597    
## PC3124      -7.192e-05  2.630e-04   -0.273 0.784531    
## PC3125       7.021e-04  2.619e-04    2.681 0.007402 ** 
## PC3126      -1.704e-05  2.663e-04   -0.064 0.948999    
## PC3127       1.623e-04  2.614e-04    0.621 0.534770    
## PC3128      -2.181e-04  2.640e-04   -0.826 0.408707    
## PC3129      -2.859e-04  2.631e-04   -1.087 0.277263    
## PC3130       8.781e-05  2.643e-04    0.332 0.739718    
## PC3131      -1.398e-04  2.625e-04   -0.533 0.594367    
## PC3132      -2.855e-05  2.695e-04   -0.106 0.915656    
## PC3133      -1.583e-04  2.602e-04   -0.608 0.543095    
## PC3134      -2.872e-04  2.666e-04   -1.077 0.281487    
## PC3135      -4.606e-05  2.643e-04   -0.174 0.861695    
## PC3136       9.947e-06  2.618e-04    0.038 0.969693    
## PC3137       2.764e-04  2.673e-04    1.034 0.301285    
## PC3138      -2.046e-04  2.631e-04   -0.778 0.436805    
## PC3139       2.008e-04  2.619e-04    0.766 0.443513    
## PC3140      -3.887e-04  2.650e-04   -1.467 0.142635    
## PC3141      -1.613e-04  2.689e-04   -0.600 0.548599    
## PC3142      -7.852e-05  2.674e-04   -0.294 0.769078    
## PC3143       2.334e-04  2.632e-04    0.887 0.375370    
## PC3144      -4.086e-04  2.676e-04   -1.527 0.126985    
## PC3145      -5.197e-04  2.603e-04   -1.997 0.046031 *  
## PC3146       5.682e-05  2.656e-04    0.214 0.830644    
## PC3147      -2.351e-04  2.686e-04   -0.875 0.381448    
## PC3148      -1.706e-04  2.625e-04   -0.650 0.515946    
## PC3149       3.347e-04  2.620e-04    1.278 0.201503    
## PC3150      -6.684e-05  2.636e-04   -0.254 0.799872    
## PC3151       1.208e-04  2.671e-04    0.452 0.651217    
## PC3152      -3.472e-04  2.673e-04   -1.299 0.194131    
## PC3153       3.078e-04  2.686e-04    1.146 0.251913    
## PC3154      -4.245e-05  2.654e-04   -0.160 0.872922    
## PC3155      -8.664e-05  2.651e-04   -0.327 0.743817    
## PC3156       1.154e-04  2.656e-04    0.435 0.663907    
## PC3157      -2.865e-04  2.672e-04   -1.072 0.283779    
## PC3158       1.052e-04  2.663e-04    0.395 0.692965    
## PC3159      -3.477e-04  2.583e-04   -1.346 0.178564    
## PC3160      -3.110e-04  2.657e-04   -1.170 0.241988    
## PC3161      -3.101e-04  2.596e-04   -1.194 0.232537    
## PC3162       4.829e-04  2.658e-04    1.817 0.069394 .  
## PC3163       1.453e-04  2.666e-04    0.545 0.585823    
## PC3164      -1.344e-04  2.659e-04   -0.505 0.613416    
## PC3165      -2.701e-04  2.639e-04   -1.024 0.306111    
## PC3166      -1.404e-04  2.668e-04   -0.526 0.598664    
## PC3167       1.501e-04  2.699e-04    0.556 0.578119    
## PC3168      -2.457e-04  2.707e-04   -0.908 0.364019    
## PC3169      -3.339e-05  2.631e-04   -0.127 0.899020    
## PC3170      -1.106e-04  2.602e-04   -0.425 0.670878    
## PC3171       1.481e-04  2.654e-04    0.558 0.576767    
## PC3172      -1.549e-04  2.641e-04   -0.587 0.557584    
## PC3173      -6.187e-05  2.650e-04   -0.234 0.815399    
## PC3174      -2.347e-05  2.756e-04   -0.085 0.932138    
## PC3175       8.392e-05  2.597e-04    0.323 0.746587    
## PC3176       2.316e-04  2.667e-04    0.868 0.385345    
## PC3177      -3.174e-04  2.682e-04   -1.184 0.236697    
## PC3178       1.078e-04  2.699e-04    0.400 0.689550    
## PC3179       4.496e-04  2.669e-04    1.685 0.092259 .  
## PC3180       2.703e-05  2.610e-04    0.104 0.917551    
## PC3181       1.680e-04  2.704e-04    0.621 0.534466    
## PC3182       2.917e-04  2.655e-04    1.099 0.272007    
## PC3183       4.850e-05  2.640e-04    0.184 0.854242    
## PC3184       8.344e-05  2.627e-04    0.318 0.750795    
## PC3185       1.748e-04  2.698e-04    0.648 0.517068    
## PC3186      -1.124e-04  2.647e-04   -0.425 0.671129    
## PC3187       2.968e-04  2.683e-04    1.106 0.268752    
## PC3188       1.586e-04  2.653e-04    0.598 0.550199    
## PC3189      -6.515e-06  2.683e-04   -0.024 0.980628    
## PC3190      -2.088e-05  2.701e-04   -0.077 0.938386    
## PC3191       2.024e-05  2.641e-04    0.077 0.938923    
## PC3192       1.972e-04  2.628e-04    0.750 0.453085    
## PC3193       1.260e-04  2.685e-04    0.469 0.638871    
## PC3194      -2.799e-04  2.678e-04   -1.045 0.296098    
## PC3195       5.739e-04  2.628e-04    2.184 0.029093 *  
## PC3196      -1.974e-04  2.638e-04   -0.748 0.454332    
## PC3197       7.078e-05  2.709e-04    0.261 0.793911    
## PC3198      -2.696e-04  2.669e-04   -1.010 0.312609    
## PC3199      -8.082e-05  2.627e-04   -0.308 0.758378    
## PC3200      -2.458e-05  2.694e-04   -0.091 0.927329    
## PC3201      -2.263e-04  2.637e-04   -0.858 0.390971    
## PC3202      -2.712e-05  2.678e-04   -0.101 0.919354    
## PC3203      -1.183e-04  2.680e-04   -0.441 0.659054    
## PC3204       2.911e-04  2.704e-04    1.077 0.281756    
## PC3205      -7.270e-04  2.629e-04   -2.766 0.005742 ** 
## PC3206      -1.780e-04  2.661e-04   -0.669 0.503595    
## PC3207      -2.617e-04  2.714e-04   -0.964 0.335103    
## PC3208       8.993e-05  2.629e-04    0.342 0.732327    
## PC3209      -3.100e-04  2.665e-04   -1.163 0.244892    
## PC3210       2.557e-04  2.692e-04    0.950 0.342181    
## PC3211      -4.109e-04  2.676e-04   -1.536 0.124770    
## PC3212      -5.506e-04  2.661e-04   -2.069 0.038682 *  
## PC3213      -4.128e-05  2.667e-04   -0.155 0.877033    
## PC3214      -2.228e-04  2.615e-04   -0.852 0.394325    
## PC3215      -5.305e-05  2.633e-04   -0.201 0.840358    
## PC3216      -1.523e-05  2.636e-04   -0.058 0.953922    
## PC3217      -4.212e-04  2.627e-04   -1.603 0.109068    
## PC3218      -1.243e-04  2.695e-04   -0.461 0.644760    
## PC3219      -1.906e-05  2.646e-04   -0.072 0.942605    
## PC3220      -1.028e-04  2.633e-04   -0.390 0.696218    
## PC3221       2.501e-04  2.631e-04    0.951 0.341796    
## PC3222       2.669e-04  2.683e-04    0.995 0.320093    
## PC3223      -5.602e-05  2.681e-04   -0.209 0.834545    
## PC3224      -3.035e-04  2.699e-04   -1.124 0.260982    
## PC3225      -6.133e-06  2.710e-04   -0.023 0.981947    
## PC3226      -2.281e-04  2.699e-04   -0.845 0.398165    
## PC3227       3.990e-04  2.657e-04    1.502 0.133302    
## PC3228      -1.819e-04  2.736e-04   -0.665 0.506319    
## PC3229      -6.957e-05  2.675e-04   -0.260 0.794806    
## PC3230       6.205e-05  2.687e-04    0.231 0.817384    
## PC3231      -3.462e-04  2.652e-04   -1.306 0.191853    
## PC3232       5.509e-04  2.669e-04    2.064 0.039182 *  
## PC3233      -1.246e-04  2.706e-04   -0.461 0.645118    
## PC3234       1.055e-04  2.678e-04    0.394 0.693528    
## PC3235       1.616e-04  2.711e-04    0.596 0.551216    
## PC3236      -4.151e-05  2.656e-04   -0.156 0.875832    
## PC3237      -4.917e-05  2.706e-04   -0.182 0.855801    
## PC3238       1.809e-04  2.663e-04    0.679 0.497036    
## PC3239       9.873e-05  2.615e-04    0.377 0.705866    
## PC3240       7.264e-07  2.634e-04    0.003 0.997800    
## PC3241       1.657e-04  2.639e-04    0.628 0.530158    
## PC3242       9.360e-05  2.762e-04    0.339 0.734716    
## PC3243       1.127e-04  2.717e-04    0.415 0.678392    
## PC3244      -1.907e-04  2.676e-04   -0.713 0.476050    
## PC3245      -3.481e-04  2.693e-04   -1.293 0.196313    
## PC3246      -5.348e-04  2.676e-04   -1.999 0.045785 *  
## PC3247       1.461e-04  2.700e-04    0.541 0.588596    
## PC3248       4.923e-04  2.629e-04    1.873 0.061279 .  
## PC3249       2.390e-04  2.650e-04    0.902 0.367292    
## PC3250       2.631e-04  2.659e-04    0.990 0.322503    
## PC3251       1.422e-04  2.657e-04    0.535 0.592512    
## PC3252       5.012e-04  2.743e-04    1.827 0.067828 .  
## PC3253      -2.961e-04  2.728e-04   -1.085 0.277885    
## PC3254       2.829e-04  2.620e-04    1.080 0.280401    
## PC3255      -3.566e-04  2.690e-04   -1.326 0.185131    
## PC3256      -5.030e-05  2.733e-04   -0.184 0.854004    
## PC3257       3.596e-04  2.642e-04    1.361 0.173714    
## PC3258      -1.097e-04  2.734e-04   -0.401 0.688253    
## PC3259      -3.313e-04  2.641e-04   -1.254 0.209843    
## PC3260       6.298e-04  2.703e-04    2.330 0.019941 *  
## PC3261      -2.245e-04  2.664e-04   -0.843 0.399553    
## PC3262       1.641e-04  2.713e-04    0.605 0.545317    
## PC3263       1.331e-04  2.693e-04    0.494 0.621291    
## PC3264       3.939e-04  2.714e-04    1.451 0.146843    
## PC3265      -2.925e-04  2.765e-04   -1.058 0.290217    
## PC3266       5.108e-04  2.689e-04    1.899 0.057690 .  
## PC3267      -2.859e-04  2.696e-04   -1.061 0.289020    
## PC3268      -3.462e-04  2.722e-04   -1.271 0.203720    
## PC3269      -8.082e-04  2.680e-04   -3.016 0.002599 ** 
## PC3270      -9.889e-05  2.715e-04   -0.364 0.715726    
## PC3271      -5.602e-04  2.673e-04   -2.096 0.036248 *  
## PC3272      -8.041e-05  2.672e-04   -0.301 0.763516    
## PC3273      -6.121e-05  2.721e-04   -0.225 0.822014    
## PC3274      -1.139e-04  2.722e-04   -0.419 0.675549    
## PC3275       2.176e-04  2.710e-04    0.803 0.422069    
## PC3276      -7.638e-05  2.669e-04   -0.286 0.774780    
## PC3277       1.455e-04  2.699e-04    0.539 0.590013    
## PC3278      -3.377e-04  2.695e-04   -1.253 0.210453    
## PC3279       4.624e-04  2.703e-04    1.711 0.087328 .  
## PC3280       1.962e-04  2.688e-04    0.730 0.465715    
## PC3281      -9.422e-06  2.646e-04   -0.036 0.971595    
## PC3282       9.720e-05  2.673e-04    0.364 0.716148    
## PC3283       4.248e-04  2.703e-04    1.572 0.116198    
## PC3284      -5.702e-05  2.675e-04   -0.213 0.831230    
## PC3285       2.607e-05  2.656e-04    0.098 0.921808    
## PC3286       2.804e-04  2.689e-04    1.042 0.297333    
## PC3287       2.906e-04  2.610e-04    1.113 0.265680    
## PC3288       5.202e-05  2.717e-04    0.191 0.848176    
## PC3289      -2.002e-04  2.697e-04   -0.743 0.457881    
## PC3290      -4.917e-05  2.683e-04   -0.183 0.854631    
## PC3291       1.569e-04  2.676e-04    0.586 0.557736    
## PC3292       3.770e-04  2.685e-04    1.404 0.160520    
## PC3293       9.430e-04  2.722e-04    3.465 0.000544 ***
## PC3294       4.321e-05  2.718e-04    0.159 0.873682    
## PC3295       4.342e-04  2.739e-04    1.585 0.113091    
## PC3296       4.628e-04  2.727e-04    1.697 0.089908 .  
## PC3297      -5.185e-04  2.738e-04   -1.894 0.058449 .  
## PC3298       4.807e-04  2.644e-04    1.818 0.069243 .  
## PC3299       5.767e-04  2.765e-04    2.086 0.037159 *  
## PC3300       1.310e-04  2.732e-04    0.480 0.631600    
## PC3301      -6.990e-05  2.715e-04   -0.257 0.796824    
## PC3302      -1.279e-04  2.693e-04   -0.475 0.634809    
## PC3303       4.534e-04  2.765e-04    1.640 0.101231    
## PC3304       2.080e-04  2.704e-04    0.769 0.441914    
## PC3305       2.831e-04  2.687e-04    1.054 0.292214    
## PC3306       6.044e-05  2.703e-04    0.224 0.823131    
## PC3307       4.500e-04  2.644e-04    1.702 0.088962 .  
## PC3308       5.922e-05  2.757e-04    0.215 0.829971    
## PC3309       4.104e-04  2.709e-04    1.515 0.129933    
## PC3310      -2.571e-04  2.687e-04   -0.957 0.338866    
## PC3311      -4.885e-04  2.701e-04   -1.808 0.070725 .  
## PC3312      -2.149e-04  2.718e-04   -0.791 0.429261    
## PC3313      -3.878e-04  2.750e-04   -1.410 0.158592    
## PC3314      -2.175e-04  2.713e-04   -0.802 0.422872    
## PC3315      -1.717e-04  2.716e-04   -0.632 0.527311    
## PC3316       5.583e-04  2.693e-04    2.073 0.038279 *  
## PC3317      -2.212e-04  2.716e-04   -0.814 0.415478    
## PC3318       3.783e-04  2.719e-04    1.392 0.164240    
## PC3319       3.276e-04  2.719e-04    1.205 0.228420    
## PC3320      -1.426e-04  2.703e-04   -0.528 0.597758    
## PC3321      -3.699e-04  2.716e-04   -1.362 0.173435    
## PC3322      -6.986e-05  2.670e-04   -0.262 0.793601    
## PC3323      -2.267e-05  2.696e-04   -0.084 0.933003    
## PC3324      -3.805e-04  2.673e-04   -1.423 0.154779    
## PC3325      -2.422e-04  2.703e-04   -0.896 0.370440    
## PC3326      -5.501e-04  2.699e-04   -2.038 0.041703 *  
## PC3327      -3.547e-04  2.684e-04   -1.322 0.186436    
## PC3328      -5.949e-05  2.743e-04   -0.217 0.828320    
## PC3329       5.002e-04  2.733e-04    1.830 0.067418 .  
## PC3330      -3.828e-04  2.703e-04   -1.416 0.156936    
## PC3331       2.044e-04  2.719e-04    0.752 0.452380    
## PC3332       7.116e-05  2.711e-04    0.262 0.792994    
## PC3333      -1.329e-04  2.749e-04   -0.483 0.628852    
## PC3334       4.590e-04  2.698e-04    1.701 0.089059 .  
## PC3335      -4.401e-04  2.742e-04   -1.605 0.108637    
## PC3336       4.389e-04  2.710e-04    1.620 0.105469    
## PC3337      -4.660e-05  2.769e-04   -0.168 0.866385    
## PC3338       7.897e-05  2.738e-04    0.288 0.773102    
## PC3339       3.715e-04  2.704e-04    1.374 0.169598    
## PC3340       5.120e-04  2.643e-04    1.937 0.052877 .  
## PC3341      -1.613e-05  2.684e-04   -0.060 0.952068    
## PC3342      -3.569e-04  2.732e-04   -1.306 0.191688    
## PC3343       1.753e-06  2.676e-04    0.007 0.994774    
## PC3344       1.112e-04  2.705e-04    0.411 0.681061    
## PC3345      -4.553e-04  2.734e-04   -1.665 0.096081 .  
## PC3346      -1.311e-04  2.691e-04   -0.487 0.626122    
## PC3347       4.706e-04  2.736e-04    1.720 0.085616 .  
## PC3348       1.407e-04  2.717e-04    0.518 0.604724    
## PC3349       4.430e-05  2.741e-04    0.162 0.871629    
## PC3350       1.957e-05  2.692e-04    0.073 0.942041    
## PC3351       2.390e-04  2.678e-04    0.892 0.372328    
## PC3352       2.113e-06  2.700e-04    0.008 0.993756    
## PC3353      -1.871e-04  2.703e-04   -0.692 0.488914    
## PC3354       1.874e-04  2.667e-04    0.703 0.482331    
## PC3355      -4.411e-04  2.655e-04   -1.662 0.096788 .  
## PC3356       7.563e-05  2.718e-04    0.278 0.780839    
## PC3357      -1.113e-04  2.653e-04   -0.420 0.674888    
## PC3358      -3.468e-05  2.780e-04   -0.125 0.900750    
## PC3359       1.075e-04  2.695e-04    0.399 0.689999    
## PC3360      -8.860e-05  2.739e-04   -0.324 0.746344    
## PC3361      -1.228e-04  2.712e-04   -0.453 0.650808    
## PC3362      -4.477e-04  2.715e-04   -1.649 0.099309 .  
## PC3363      -3.941e-04  2.758e-04   -1.429 0.153222    
## PC3364       6.622e-05  2.672e-04    0.248 0.804292    
## PC3365      -1.511e-04  2.688e-04   -0.562 0.574182    
## PC3366      -1.823e-04  2.706e-04   -0.674 0.500695    
## PC3367       5.012e-05  2.759e-04    0.182 0.855887    
## PC3368      -1.967e-04  2.728e-04   -0.721 0.470819    
## PC3369       5.940e-04  2.711e-04    2.191 0.028599 *  
## PC3370      -6.828e-05  2.701e-04   -0.253 0.800446    
## PC3371       5.742e-05  2.746e-04    0.209 0.834406    
## PC3372       2.795e-04  2.697e-04    1.036 0.300190    
## PC3373       1.203e-05  2.751e-04    0.044 0.965135    
## PC3374       9.213e-05  2.719e-04    0.339 0.734742    
## PC3375      -2.392e-04  2.635e-04   -0.908 0.364239    
## PC3376      -1.516e-04  2.778e-04   -0.546 0.585349    
## PC3377       1.289e-04  2.702e-04    0.477 0.633350    
## PC3378      -3.684e-04  2.695e-04   -1.367 0.171782    
## PC3379       7.163e-05  2.698e-04    0.266 0.790631    
## PC3380       1.832e-04  2.777e-04    0.660 0.509568    
## PC3381      -2.306e-04  2.728e-04   -0.846 0.397947    
## PC3382      -2.193e-04  2.707e-04   -0.810 0.417864    
## PC3383       3.359e-04  2.718e-04    1.236 0.216699    
## PC3384      -4.048e-05  2.727e-04   -0.148 0.882032    
## PC3385       2.191e-04  2.728e-04    0.803 0.421978    
## PC3386      -2.791e-04  2.722e-04   -1.026 0.305256    
## PC3387       3.544e-04  2.720e-04    1.303 0.192813    
## PC3388      -5.643e-05  2.680e-04   -0.211 0.833274    
## PC3389       3.843e-04  2.727e-04    1.409 0.158908    
## PC3390      -5.745e-05  2.742e-04   -0.210 0.834052    
## PC3391      -8.612e-05  2.692e-04   -0.320 0.749098    
## PC3392       3.205e-04  2.650e-04    1.209 0.226683    
## PC3393      -1.656e-04  2.729e-04   -0.607 0.544072    
## PC3394       1.873e-04  2.819e-04    0.664 0.506561    
## PC3395      -2.615e-05  2.738e-04   -0.096 0.923926    
## PC3396      -2.326e-04  2.731e-04   -0.851 0.394652    
## PC3397      -1.662e-04  2.763e-04   -0.602 0.547458    
## PC3398       5.080e-04  2.716e-04    1.870 0.061586 .  
## PC3399      -7.488e-05  2.752e-04   -0.272 0.785598    
## PC3400       1.479e-04  2.768e-04    0.534 0.593175    
## PC3401       3.061e-04  2.726e-04    1.123 0.261527    
## PC3402       1.127e-04  2.733e-04    0.413 0.679971    
## PC3403       1.278e-05  2.775e-04    0.046 0.963266    
## PC3404      -1.828e-04  2.778e-04   -0.658 0.510622    
## PC3405      -1.031e-04  2.746e-04   -0.375 0.707338    
## PC3406       3.162e-04  2.739e-04    1.154 0.248556    
## PC3407      -2.768e-04  2.719e-04   -1.018 0.308867    
## PC3408       4.710e-05  2.734e-04    0.172 0.863230    
## PC3409       1.199e-04  2.746e-04    0.437 0.662358    
## PC3410      -2.963e-05  2.720e-04   -0.109 0.913277    
## PC3411      -4.825e-04  2.736e-04   -1.763 0.077994 .  
## PC3412       7.327e-06  2.753e-04    0.027 0.978769    
## PC3413       6.087e-05  2.702e-04    0.225 0.821792    
## PC3414       1.425e-04  2.745e-04    0.519 0.603641    
## PC3415       1.656e-04  2.747e-04    0.603 0.546652    
## PC3416      -8.005e-05  2.721e-04   -0.294 0.768630    
## PC3417       1.519e-04  2.730e-04    0.556 0.578048    
## PC3418       3.102e-04  2.703e-04    1.148 0.251227    
## PC3419      -3.374e-04  2.753e-04   -1.226 0.220500    
## PC3420       2.634e-04  2.823e-04    0.933 0.350986    
## PC3421      -1.583e-04  2.711e-04   -0.584 0.559243    
## PC3422      -1.053e-04  2.745e-04   -0.384 0.701225    
## PC3423      -3.651e-04  2.729e-04   -1.338 0.181075    
## PC3424      -2.302e-04  2.707e-04   -0.850 0.395170    
## PC3425      -5.274e-04  2.706e-04   -1.949 0.051452 .  
## PC3426      -4.161e-04  2.730e-04   -1.524 0.127617    
## PC3427      -1.171e-04  2.751e-04   -0.426 0.670474    
## PC3428      -3.952e-05  2.733e-04   -0.145 0.885059    
## PC3429       8.888e-05  2.748e-04    0.323 0.746394    
## PC3430       2.120e-04  2.767e-04    0.766 0.443722    
## PC3431      -4.344e-05  2.714e-04   -0.160 0.872841    
## PC3432       2.430e-04  2.686e-04    0.905 0.365760    
## PC3433      -2.448e-04  2.715e-04   -0.902 0.367428    
## PC3434       5.918e-05  2.736e-04    0.216 0.828809    
## PC3435      -3.286e-04  2.724e-04   -1.206 0.227843    
## PC3436      -5.146e-05  2.771e-04   -0.186 0.852716    
## PC3437      -2.289e-04  2.775e-04   -0.825 0.409624    
## PC3438      -2.327e-04  2.721e-04   -0.855 0.392621    
## PC3439      -1.365e-04  2.753e-04   -0.496 0.620008    
## PC3440       1.492e-04  2.742e-04    0.544 0.586575    
## PC3441      -3.155e-04  2.712e-04   -1.163 0.244803    
## PC3442      -7.371e-04  2.764e-04   -2.667 0.007726 ** 
## PC3443      -9.576e-05  2.700e-04   -0.355 0.722842    
## PC3444       2.577e-04  2.794e-04    0.923 0.356372    
## PC3445      -7.805e-05  2.751e-04   -0.284 0.776651    
## PC3446      -2.690e-04  2.744e-04   -0.980 0.327047    
## PC3447       1.980e-04  2.747e-04    0.721 0.471161    
## PC3448      -2.845e-04  2.761e-04   -1.030 0.302969    
## PC3449       1.938e-04  2.753e-04    0.704 0.481654    
## PC3450      -1.683e-04  2.758e-04   -0.610 0.541959    
## PC3451      -2.740e-04  2.764e-04   -0.991 0.321654    
## PC3452       1.068e-04  2.770e-04    0.385 0.699998    
## PC3453       5.336e-04  2.745e-04    1.944 0.052095 .  
## PC3454       5.414e-04  2.728e-04    1.985 0.047349 *  
## PC3455      -8.396e-05  2.778e-04   -0.302 0.762527    
## PC3456      -6.843e-05  2.740e-04   -0.250 0.802791    
## PC3457      -3.510e-04  2.694e-04   -1.303 0.192781    
## PC3458      -3.440e-04  2.783e-04   -1.236 0.216507    
## PC3459       3.659e-04  2.782e-04    1.315 0.188625    
## PC3460      -9.630e-05  2.775e-04   -0.347 0.728662    
## PC3461      -4.352e-04  2.771e-04   -1.571 0.116467    
## PC3462       1.951e-04  2.790e-04    0.699 0.484517    
## PC3463      -2.532e-04  2.797e-04   -0.905 0.365428    
## PC3464      -1.193e-05  2.794e-04   -0.043 0.965931    
## PC3465       5.942e-05  2.755e-04    0.216 0.829278    
## PC3466       1.865e-04  2.802e-04    0.666 0.505771    
## PC3467      -2.722e-05  2.776e-04   -0.098 0.921886    
## PC3468      -3.563e-04  2.748e-04   -1.297 0.194911    
## PC3469      -2.268e-04  2.742e-04   -0.827 0.408260    
## PC3470      -3.859e-04  2.763e-04   -1.397 0.162638    
## PC3471      -4.521e-04  2.740e-04   -1.650 0.099134 .  
## PC3472      -1.290e-04  2.740e-04   -0.471 0.637931    
## PC3473      -5.262e-04  2.737e-04   -1.923 0.054686 .  
## PC3474       1.946e-04  2.740e-04    0.710 0.477642    
## PC3475       9.898e-06  2.734e-04    0.036 0.971122    
## PC3476      -9.586e-05  2.710e-04   -0.354 0.723626    
## PC3477       3.501e-04  2.728e-04    1.283 0.199574    
## PC3478       6.842e-05  2.784e-04    0.246 0.805857    
## PC3479      -2.605e-04  2.753e-04   -0.946 0.344117    
## PC3480      -2.324e-05  2.799e-04   -0.083 0.933849    
## PC3481      -1.387e-04  2.754e-04   -0.504 0.614657    
## PC3482       2.836e-04  2.774e-04    1.022 0.306785    
## PC3483       2.531e-04  2.768e-04    0.914 0.360672    
## PC3484       4.934e-04  2.779e-04    1.775 0.075992 .  
## PC3485      -3.303e-04  2.742e-04   -1.205 0.228538    
## PC3486       7.492e-04  2.762e-04    2.713 0.006741 ** 
## PC3487      -2.296e-04  2.746e-04   -0.836 0.403169    
## PC3488       2.936e-04  2.746e-04    1.069 0.285073    
## PC3489       2.398e-05  2.797e-04    0.086 0.931690    
## PC3490       3.689e-05  2.714e-04    0.136 0.891890    
## PC3491       1.436e-04  2.746e-04    0.523 0.601020    
## PC3492       4.531e-05  2.809e-04    0.161 0.871866    
## PC3493       2.763e-06  2.732e-04    0.010 0.991933    
## PC3494       1.593e-04  2.753e-04    0.579 0.562828    
## PC3495       2.051e-04  2.822e-04    0.727 0.467409    
## PC3496      -2.516e-04  2.767e-04   -0.909 0.363366    
## PC3497      -4.358e-04  2.797e-04   -1.558 0.119410    
## PC3498      -4.660e-04  2.712e-04   -1.719 0.085861 .  
## PC3499      -4.879e-05  2.747e-04   -0.178 0.859061    
## PC3500      -3.358e-06  2.748e-04   -0.012 0.990254    
## PC3501       5.582e-04  2.755e-04    2.026 0.042904 *  
## PC3502      -5.670e-05  2.775e-04   -0.204 0.838149    
## PC3503       9.439e-05  2.759e-04    0.342 0.732305    
## PC3504       1.395e-06  2.717e-04    0.005 0.995905    
## PC3505      -4.628e-05  2.760e-04   -0.168 0.866854    
## PC3506      -1.300e-04  2.787e-04   -0.466 0.640952    
## PC3507       1.609e-04  2.776e-04    0.580 0.562175    
## PC3508      -5.083e-05  2.733e-04   -0.186 0.852494    
## PC3509       4.264e-04  2.745e-04    1.553 0.120563    
## PC3510       1.980e-04  2.773e-04    0.714 0.475292    
## PC3511       1.210e-04  2.788e-04    0.434 0.664259    
## PC3512      -6.540e-04  2.783e-04   -2.350 0.018870 *  
## PC3513       3.547e-05  2.728e-04    0.130 0.896544    
## PC3514      -2.922e-04  2.741e-04   -1.066 0.286637    
## PC3515      -5.855e-05  2.826e-04   -0.207 0.835894    
## PC3516      -2.646e-04  2.825e-04   -0.937 0.349080    
## PC3517       1.415e-04  2.762e-04    0.512 0.608402    
## PC3518       3.363e-05  2.764e-04    0.122 0.903174    
## PC3519      -4.021e-04  2.800e-04   -1.436 0.151139    
## PC3520       1.195e-04  2.805e-04    0.426 0.670012    
## PC3521       1.723e-04  2.787e-04    0.618 0.536595    
## PC3522      -4.919e-04  2.769e-04   -1.777 0.075823 .  
## PC3523       8.331e-05  2.820e-04    0.295 0.767688    
## PC3524       3.427e-05  2.782e-04    0.123 0.901972    
## PC3525      -3.249e-04  2.775e-04   -1.171 0.241747    
## PC3526       3.681e-04  2.729e-04    1.349 0.177648    
## PC3527      -1.670e-04  2.766e-04   -0.604 0.546061    
## PC3528       2.325e-04  2.751e-04    0.845 0.398315    
## PC3529      -1.194e-04  2.777e-04   -0.430 0.667165    
## PC3530       2.465e-04  2.758e-04    0.894 0.371534    
## PC3531      -1.591e-04  2.779e-04   -0.572 0.567093    
## PC3532      -5.569e-05  2.782e-04   -0.200 0.841362    
## PC3533       2.304e-05  2.747e-04    0.084 0.933160    
## PC3534      -4.643e-04  2.757e-04   -1.684 0.092404 .  
## PC3535       1.958e-04  2.765e-04    0.708 0.478895    
## PC3536      -3.569e-04  2.713e-04   -1.316 0.188500    
## PC3537       4.454e-04  2.784e-04    1.599 0.109894    
## PC3538      -1.773e-04  2.799e-04   -0.633 0.526534    
## PC3539      -8.134e-06  2.767e-04   -0.029 0.976553    
## PC3540      -4.955e-04  2.811e-04   -1.763 0.078129 .  
## PC3541      -1.676e-04  2.791e-04   -0.601 0.548188    
## PC3542       2.003e-04  2.808e-04    0.713 0.475784    
## PC3543      -4.247e-04  2.761e-04   -1.539 0.124071    
## PC3544      -8.477e-04  2.747e-04   -3.086 0.002059 ** 
## PC3545       8.960e-05  2.824e-04    0.317 0.751041    
## PC3546      -1.660e-04  2.813e-04   -0.590 0.555128    
## PC3547      -1.868e-04  2.715e-04   -0.688 0.491712    
## PC3548      -2.653e-04  2.755e-04   -0.963 0.335793    
## PC3549       8.381e-06  2.713e-04    0.031 0.975363    
## PC3550      -3.127e-04  2.765e-04   -1.131 0.258238    
## PC3551      -2.576e-04  2.792e-04   -0.923 0.356233    
## PC3552      -4.031e-04  2.741e-04   -1.470 0.141616    
## PC3553      -5.936e-05  2.790e-04   -0.213 0.831577    
## PC3554      -6.219e-04  2.743e-04   -2.267 0.023517 *  
## PC3555      -1.097e-04  2.830e-04   -0.387 0.698493    
## PC3556      -4.238e-04  2.764e-04   -1.534 0.125305    
## PC3557      -2.111e-04  2.790e-04   -0.757 0.449303    
## PC3558      -1.004e-05  2.762e-04   -0.036 0.971013    
## PC3559       1.516e-04  2.777e-04    0.546 0.585072    
## PC3560       3.172e-04  2.807e-04    1.130 0.258561    
## PC3561      -2.589e-04  2.823e-04   -0.917 0.359112    
## PC3562       2.460e-04  2.772e-04    0.887 0.375071    
## PC3563      -8.116e-05  2.796e-04   -0.290 0.771613    
## PC3564      -5.185e-05  2.755e-04   -0.188 0.850770    
## PC3565      -6.487e-04  2.842e-04   -2.282 0.022580 *  
## PC3566      -1.810e-04  2.799e-04   -0.647 0.517912    
## PC3567       6.669e-06  2.736e-04    0.024 0.980553    
## PC3568       1.057e-04  2.778e-04    0.381 0.703544    
## PC3569       3.380e-04  2.751e-04    1.229 0.219370    
## PC3570      -5.774e-05  2.807e-04   -0.206 0.837048    
## PC3571       1.465e-05  2.810e-04    0.052 0.958430    
## PC3572       3.340e-04  2.797e-04    1.194 0.232620    
## PC3573       5.923e-04  2.744e-04    2.158 0.031027 *  
## PC3574       3.115e-04  2.805e-04    1.111 0.266834    
## PC3575      -6.843e-04  2.847e-04   -2.404 0.016313 *  
## PC3576       8.481e-05  2.815e-04    0.301 0.763210    
## PC3577      -6.611e-04  2.760e-04   -2.395 0.016713 *  
## PC3578      -1.386e-04  2.854e-04   -0.486 0.627360    
## PC3579      -1.796e-05  2.805e-04   -0.064 0.948950    
## PC3580       1.529e-04  2.802e-04    0.546 0.585425    
## PC3581      -3.692e-04  2.825e-04   -1.307 0.191493    
## PC3582      -1.997e-04  2.818e-04   -0.709 0.478521    
## PC3583       1.928e-04  2.786e-04    0.692 0.489143    
## PC3584       6.805e-04  2.852e-04    2.386 0.017134 *  
## PC3585      -1.990e-04  2.781e-04   -0.715 0.474398    
## PC3586       4.179e-04  2.791e-04    1.497 0.134461    
## PC3587      -3.107e-04  2.786e-04   -1.115 0.264932    
## PC3588       4.427e-04  2.807e-04    1.577 0.114945    
## PC3589      -2.675e-04  2.827e-04   -0.946 0.344118    
## PC3590       1.657e-06  2.823e-04    0.006 0.995318    
## PC3591      -4.245e-04  2.860e-04   -1.484 0.137902    
## PC3592       2.566e-04  2.816e-04    0.911 0.362410    
## PC3593       6.719e-05  2.869e-04    0.234 0.814884    
## PC3594       7.243e-07  2.802e-04    0.003 0.997938    
## PC3595      -1.422e-05  2.813e-04   -0.051 0.959685    
## PC3596       4.405e-04  2.786e-04    1.581 0.114053    
## PC3597      -1.600e-04  2.802e-04   -0.571 0.568041    
## PC3598      -7.616e-05  2.804e-04   -0.272 0.785952    
## PC3599      -1.735e-04  2.792e-04   -0.621 0.534400    
## PC3600       2.738e-04  2.818e-04    0.972 0.331279    
## PC3601       9.777e-05  2.847e-04    0.343 0.731306    
## PC3602      -2.247e-04  2.807e-04   -0.801 0.423524    
## PC3603       1.154e-04  2.821e-04    0.409 0.682494    
## PC3604       3.693e-04  2.777e-04    1.330 0.183685    
## PC3605       3.343e-04  2.805e-04    1.192 0.233478    
## PC3606      -1.400e-04  2.846e-04   -0.492 0.622774    
## PC3607      -3.815e-04  2.782e-04   -1.371 0.170511    
## PC3608      -4.215e-04  2.786e-04   -1.513 0.130423    
## PC3609      -2.366e-04  2.810e-04   -0.842 0.399908    
## PC3610       6.470e-05  2.831e-04    0.229 0.819281    
## PC3611       5.275e-05  2.850e-04    0.185 0.853173    
## PC3612      -2.782e-04  2.765e-04   -1.006 0.314522    
## PC3613      -1.986e-04  2.790e-04   -0.712 0.476625    
## PC3614       9.007e-05  2.884e-04    0.312 0.754869    
## PC3615      -3.242e-04  2.822e-04   -1.149 0.250861    
## PC3616      -1.235e-04  2.745e-04   -0.450 0.652759    
## PC3617       6.896e-05  2.803e-04    0.246 0.805689    
## PC3618      -3.589e-05  2.775e-04   -0.129 0.897092    
## PC3619      -1.323e-04  2.822e-04   -0.469 0.639328    
## PC3620      -1.772e-04  2.791e-04   -0.635 0.525584    
## PC3621       1.936e-04  2.858e-04    0.677 0.498228    
## PC3622      -4.963e-04  2.794e-04   -1.777 0.075801 .  
## PC3623      -8.168e-04  2.814e-04   -2.902 0.003749 ** 
## PC3624       1.176e-04  2.809e-04    0.419 0.675473    
## PC3625      -1.685e-04  2.839e-04   -0.593 0.552995    
## PC3626      -4.823e-04  2.834e-04   -1.702 0.088902 .  
## PC3627      -4.909e-04  2.767e-04   -1.774 0.076193 .  
## PC3628       4.049e-04  2.840e-04    1.426 0.154045    
## PC3629       1.936e-04  2.857e-04    0.678 0.498015    
## PC3630       7.039e-04  2.820e-04    2.496 0.012660 *  
## PC3631       4.042e-05  2.818e-04    0.143 0.885958    
## PC3632      -8.379e-05  2.806e-04   -0.299 0.765285    
## PC3633      -2.635e-04  2.861e-04   -0.921 0.357199    
## PC3634      -3.196e-04  2.811e-04   -1.137 0.255647    
## PC3635       1.176e-04  2.839e-04    0.414 0.678786    
## PC3636       8.418e-05  2.797e-04    0.301 0.763461    
## PC3637      -4.207e-04  2.851e-04   -1.476 0.140182    
## PC3638       9.565e-06  2.799e-04    0.034 0.972746    
## PC3639      -2.653e-04  2.799e-04   -0.948 0.343362    
## PC3640       4.984e-04  2.827e-04    1.763 0.078083 .  
## PC3641       3.986e-04  2.838e-04    1.405 0.160343    
## PC3642       2.987e-04  2.810e-04    1.063 0.288040    
## PC3643       1.055e-04  2.822e-04    0.374 0.708643    
## PC3644       1.594e-04  2.824e-04    0.564 0.572588    
## PC3645       1.320e-04  2.828e-04    0.467 0.640739    
## PC3646      -7.538e-04  2.793e-04   -2.698 0.007036 ** 
## PC3647      -1.106e-06  2.784e-04   -0.004 0.996833    
## PC3648       5.213e-04  2.840e-04    1.835 0.066612 .  
## PC3649      -1.611e-04  2.823e-04   -0.571 0.568394    
## PC3650       2.206e-04  2.858e-04    0.772 0.440382    
## PC3651       4.145e-04  2.817e-04    1.471 0.141341    
## PC3652       5.869e-05  2.865e-04    0.205 0.837697    
## PC3653       6.456e-05  2.806e-04    0.230 0.818083    
## PC3654      -1.528e-04  2.841e-04   -0.538 0.590696    
## PC3655      -1.273e-04  2.845e-04   -0.448 0.654511    
## PC3656       1.119e-04  2.877e-04    0.389 0.697497    
## PC3657       2.571e-04  2.903e-04    0.886 0.375851    
## PC3658       4.376e-04  2.816e-04    1.554 0.120348    
## PC3659       2.790e-04  2.777e-04    1.005 0.315276    
## PC3660       2.429e-04  2.835e-04    0.857 0.391659    
## PC3661       3.508e-04  2.772e-04    1.266 0.205792    
## PC3662      -2.916e-04  2.848e-04   -1.024 0.306068    
## PC3663       1.487e-04  2.804e-04    0.530 0.595916    
## PC3664      -5.426e-04  2.869e-04   -1.891 0.058737 .  
## PC3665       2.644e-05  2.829e-04    0.093 0.925545    
## PC3666      -1.306e-04  2.833e-04   -0.461 0.644836    
## PC3667      -1.076e-04  2.853e-04   -0.377 0.706071    
## PC3668      -2.839e-05  2.808e-04   -0.101 0.919475    
## PC3669      -4.398e-04  2.831e-04   -1.553 0.120502    
## PC3670       7.557e-04  2.886e-04    2.618 0.008921 ** 
## PC3671       8.366e-05  2.827e-04    0.296 0.767311    
## PC3672       2.381e-04  2.907e-04    0.819 0.412893    
## PC3673      -8.486e-05  2.756e-04   -0.308 0.758186    
## PC3674       6.586e-05  2.863e-04    0.230 0.818131    
## PC3675      -1.622e-04  2.836e-04   -0.572 0.567359    
## PC3676       3.696e-04  2.828e-04    1.307 0.191476    
## PC3677      -2.450e-04  2.840e-04   -0.863 0.388505    
## PC3678      -3.101e-05  2.838e-04   -0.109 0.913010    
## PC3679      -1.391e-04  2.825e-04   -0.492 0.622469    
## PC3680      -2.615e-05  2.806e-04   -0.093 0.925749    
## PC3681      -2.969e-05  2.875e-04   -0.103 0.917759    
## PC3682      -1.248e-04  2.866e-04   -0.436 0.663205    
## PC3683       3.382e-05  2.877e-04    0.118 0.906422    
## PC3684      -3.284e-04  2.832e-04   -1.160 0.246285    
## PC3685       2.444e-04  2.794e-04    0.875 0.381809    
## PC3686       1.634e-04  2.845e-04    0.574 0.565724    
## PC3687       1.313e-04  2.793e-04    0.470 0.638439    
## PC3688       2.646e-04  2.825e-04    0.936 0.349185    
## PC3689      -1.926e-04  2.841e-04   -0.678 0.497948    
## PC3690       1.879e-04  2.845e-04    0.660 0.509073    
## PC3691      -2.576e-04  2.789e-04   -0.923 0.355877    
## PC3692       2.018e-04  2.844e-04    0.710 0.477982    
## PC3693       3.059e-04  2.827e-04    1.082 0.279276    
## PC3694      -1.341e-04  2.814e-04   -0.477 0.633582    
## PC3695      -6.070e-04  2.851e-04   -2.129 0.033388 *  
## PC3696       2.071e-04  2.804e-04    0.738 0.460314    
## PC3697      -4.811e-04  2.825e-04   -1.703 0.088742 .  
## PC3698      -5.435e-04  2.886e-04   -1.883 0.059801 .  
## PC3699       2.252e-04  2.845e-04    0.791 0.428763    
## PC3700       1.631e-04  2.843e-04    0.574 0.566188    
## PC3701       2.765e-04  2.798e-04    0.988 0.323129    
## PC3702       4.502e-05  2.836e-04    0.159 0.873899    
## PC3703       7.105e-04  2.863e-04    2.482 0.013164 *  
## PC3704      -9.135e-05  2.828e-04   -0.323 0.746678    
## PC3705       2.952e-04  2.846e-04    1.037 0.299690    
## PC3706       2.335e-04  2.834e-04    0.824 0.409982    
## PC3707      -4.792e-04  2.792e-04   -1.716 0.086288 .  
## PC3708      -9.754e-05  2.849e-04   -0.342 0.732143    
## PC3709      -1.333e-04  2.807e-04   -0.475 0.634747    
## PC3710       5.402e-04  2.844e-04    1.899 0.057681 .  
## PC3711      -4.232e-04  2.818e-04   -1.502 0.133402    
## PC3712       2.756e-04  2.885e-04    0.955 0.339650    
## PC3713      -4.069e-04  2.843e-04   -1.431 0.152550    
## PC3714      -1.633e-04  2.844e-04   -0.574 0.565857    
## PC3715      -3.924e-04  2.880e-04   -1.363 0.173110    
## PC3716       3.750e-05  2.849e-04    0.132 0.895312    
## PC3717       3.321e-05  2.851e-04    0.116 0.907279    
## PC3718       1.650e-05  2.762e-04    0.060 0.952365    
## PC3719      -4.024e-05  2.839e-04   -0.142 0.887323    
## PC3720       7.484e-05  2.854e-04    0.262 0.793188    
## PC3721       5.221e-05  2.802e-04    0.186 0.852209    
## PC3722       9.560e-05  2.890e-04    0.331 0.740827    
## PC3723       1.937e-04  2.874e-04    0.674 0.500421    
## PC3724       1.721e-04  2.867e-04    0.601 0.548217    
## PC3725      -1.511e-05  2.816e-04   -0.054 0.957227    
## PC3726      -4.764e-04  2.846e-04   -1.674 0.094335 .  
## PC3727       2.421e-04  2.800e-04    0.864 0.387475    
## PC3728       3.293e-04  2.879e-04    1.144 0.252812    
## PC3729       9.602e-05  2.848e-04    0.337 0.736065    
## PC3730      -4.019e-04  2.888e-04   -1.391 0.164313    
## PC3731      -3.233e-04  2.785e-04   -1.161 0.245878    
## PC3732       2.243e-04  2.816e-04    0.797 0.425770    
## PC3733      -3.361e-04  2.877e-04   -1.168 0.242852    
## PC3734      -1.761e-04  2.851e-04   -0.618 0.536878    
## PC3735      -3.543e-04  2.835e-04   -1.250 0.211612    
## PC3736       9.040e-04  2.903e-04    3.115 0.001872 ** 
## PC3737       3.508e-04  2.815e-04    1.246 0.212980    
## PC3738       1.002e-04  2.888e-04    0.347 0.728707    
## PC3739      -4.796e-04  2.835e-04   -1.692 0.090877 .  
## PC3740      -2.557e-04  2.825e-04   -0.905 0.365618    
## PC3741      -2.746e-04  2.836e-04   -0.968 0.333032    
## PC3742       2.551e-04  2.788e-04    0.915 0.360417    
## PC3743      -1.746e-04  2.920e-04   -0.598 0.550018    
## PC3744       2.006e-05  2.918e-04    0.069 0.945191    
## PC3745       1.560e-04  2.820e-04    0.553 0.580231    
## PC3746      -1.376e-04  2.899e-04   -0.475 0.635180    
## PC3747       3.709e-04  2.875e-04    1.290 0.197208    
## PC3748       3.146e-04  2.862e-04    1.099 0.271862    
## PC3749       3.002e-04  2.923e-04    1.027 0.304401    
## PC3750      -1.489e-04  2.875e-04   -0.518 0.604600    
## PC3751       1.495e-05  2.873e-04    0.052 0.958513    
## PC3752       2.526e-04  2.829e-04    0.893 0.371952    
## PC3753       3.105e-04  2.855e-04    1.088 0.276882    
## PC3754      -1.207e-04  2.839e-04   -0.425 0.670727    
## PC3755      -4.742e-05  2.855e-04   -0.166 0.868098    
## PC3756       7.752e-05  2.854e-04    0.272 0.785943    
## PC3757      -8.793e-06  2.877e-04   -0.031 0.975622    
## PC3758      -1.437e-04  2.823e-04   -0.509 0.610694    
## PC3759      -8.511e-05  2.822e-04   -0.302 0.763013    
## PC3760      -1.693e-04  2.869e-04   -0.590 0.555325    
## PC3761       1.350e-04  2.853e-04    0.473 0.636262    
## PC3762       4.080e-04  2.886e-04    1.414 0.157545    
## PC3763       2.553e-04  2.877e-04    0.888 0.374855    
## PC3764       1.160e-04  2.851e-04    0.407 0.684233    
## PC3765      -1.703e-04  2.879e-04   -0.592 0.554155    
## PC3766      -1.134e-04  2.891e-04   -0.392 0.694898    
## PC3767       1.323e-04  2.968e-04    0.446 0.655772    
## PC3768       7.610e-05  2.894e-04    0.263 0.792621    
## PC3769      -1.123e-04  2.867e-04   -0.392 0.695403    
## PC3770       2.413e-04  2.876e-04    0.839 0.401689    
## PC3771      -3.471e-04  2.870e-04   -1.209 0.226683    
## PC3772      -3.615e-04  2.911e-04   -1.242 0.214568    
## PC3773       7.748e-05  2.869e-04    0.270 0.787147    
## PC3774      -1.470e-05  2.867e-04   -0.051 0.959124    
## PC3775      -1.674e-04  2.891e-04   -0.579 0.562749    
## PC3776       3.090e-04  2.902e-04    1.065 0.287157    
## PC3777       1.306e-04  2.878e-04    0.454 0.650071    
## PC3778       1.870e-04  2.884e-04    0.648 0.516770    
## PC3779      -1.693e-04  2.850e-04   -0.594 0.552623    
## PC3780       5.402e-05  2.815e-04    0.192 0.847850    
## PC3781      -4.839e-04  2.902e-04   -1.667 0.095646 .  
## PC3782      -8.689e-06  2.846e-04   -0.031 0.975651    
## PC3783       3.277e-04  2.896e-04    1.132 0.257902    
## PC3784      -1.618e-04  2.871e-04   -0.564 0.573155    
## PC3785       3.581e-04  2.874e-04    1.246 0.213000    
## PC3786       6.160e-04  2.834e-04    2.173 0.029886 *  
## PC3787       1.565e-04  2.852e-04    0.549 0.583314    
## PC3788      -1.981e-04  2.848e-04   -0.696 0.486642    
## PC3789      -2.440e-04  2.888e-04   -0.845 0.398315    
## PC3790      -4.402e-04  2.860e-04   -1.539 0.123958    
## PC3791       2.931e-04  2.829e-04    1.036 0.300353    
## PC3792       2.660e-04  2.875e-04    0.925 0.354942    
## PC3793      -2.723e-04  2.859e-04   -0.953 0.340915    
## PC3794       1.988e-04  2.867e-04    0.694 0.488073    
## PC3795      -1.114e-04  2.923e-04   -0.381 0.703279    
## PC3796       3.262e-04  2.856e-04    1.142 0.253581    
## PC3797      -1.634e-04  2.888e-04   -0.566 0.571513    
## PC3798       9.757e-05  2.883e-04    0.338 0.735066    
## PC3799       4.479e-04  2.894e-04    1.548 0.121841    
## PC3800       3.460e-04  2.894e-04    1.195 0.232115    
## PC3801      -3.301e-04  2.863e-04   -1.153 0.248981    
## PC3802       1.420e-04  2.936e-04    0.484 0.628608    
## PC3803       1.081e-04  2.867e-04    0.377 0.706137    
## PC3804       1.609e-04  2.853e-04    0.564 0.573006    
## PC3805      -4.332e-04  2.849e-04   -1.521 0.128541    
## PC3806      -7.661e-05  2.878e-04   -0.266 0.790131    
## PC3807      -1.731e-04  2.903e-04   -0.596 0.551015    
## PC3808      -2.282e-05  2.883e-04   -0.079 0.936899    
## PC3809       4.131e-05  2.968e-04    0.139 0.889338    
## PC3810      -1.437e-05  2.868e-04   -0.050 0.960038    
## PC3811       1.383e-04  2.888e-04    0.479 0.632050    
## PC3812      -6.570e-05  2.841e-04   -0.231 0.817163    
## PC3813       1.369e-05  2.867e-04    0.048 0.961927    
## PC3814      -3.948e-04  2.873e-04   -1.374 0.169485    
## PC3815      -9.359e-05  2.918e-04   -0.321 0.748490    
## PC3816      -8.209e-04  2.893e-04   -2.837 0.004599 ** 
## PC3817      -1.704e-04  2.909e-04   -0.586 0.558096    
## PC3818       5.784e-04  2.845e-04    2.033 0.042208 *  
## PC3819      -4.491e-04  2.862e-04   -1.569 0.116713    
## PC3820      -1.804e-04  2.867e-04   -0.629 0.529392    
## PC3821       2.580e-04  2.872e-04    0.898 0.369058    
## PC3822      -4.861e-04  2.920e-04   -1.665 0.096088 .  
## PC3823      -2.178e-04  2.869e-04   -0.759 0.447837    
## PC3824       2.771e-05  2.877e-04    0.096 0.923291    
## PC3825       6.916e-04  2.877e-04    2.404 0.016308 *  
## PC3826      -1.515e-04  2.885e-04   -0.525 0.599581    
## PC3827      -5.144e-04  2.858e-04   -1.800 0.072089 .  
## PC3828       7.430e-05  2.855e-04    0.260 0.794661    
## PC3829       5.303e-05  2.836e-04    0.187 0.851697    
## PC3830      -5.561e-05  2.901e-04   -0.192 0.847986    
## PC3831       2.788e-04  2.882e-04    0.967 0.333640    
## PC3832       5.960e-04  2.855e-04    2.088 0.036945 *  
## PC3833       5.054e-05  2.862e-04    0.177 0.859861    
## PC3834       5.102e-04  2.826e-04    1.805 0.071215 .  
## ---
## Signif. codes:  0 '***' 0.001 '**' 0.01 '*' 0.05 '.' 0.1 ' ' 1
## 
## Residual standard error: 0.03053 on 1749 degrees of freedom
## Multiple R-squared:  0.7769, Adjusted R-squared:  0.2877 
## F-statistic: 1.588 on 3834 and 1749 DF,  p-value: < 2.2e-16

cd.full = plot.diagnostics(model=model.full, train=data.train)

## [1] "Number of data points that have Cook's D > 4/n: 1446"
## [1] "Number of data points that have Cook's D > 1: 0"

Checking with removal of high influence points

high.cd = names(cd.full[cd.full > 4/nrow(data.train)])

#save dataset with high.cd flagged
t = data.train %>% 
  rownames_to_column() %>%
  mutate(high.cd = ifelse(rowname %in% high.cd,1,0))
#write.csv(t,file='data_high_cd_flag.csv',row.names = F)
###
data.train2 = data.train[!(rownames(data.train)) %in% high.cd,]
model.full2 = lm(formula , data.train2)
summary(model.full2)

## 
## Call:
## lm(formula = formula, data = data.train2)
## 
## Residuals:
##        Min         1Q     Median         3Q        Max 
## -0.0170623 -0.0023802  0.0000004  0.0023376  0.0218685 
## 
## Coefficients:
##               Estimate Std. Error  t value Pr(>|t|)    
## (Intercept)  2.096e+00  5.667e-04 3699.028  < 2e-16 ***
## PC1         -9.876e-05  1.020e-04   -0.969 0.333541    
## PC2         -3.017e-04  9.709e-05   -3.108 0.002064 ** 
## PC3          2.272e-04  1.044e-04    2.177 0.030239 *  
## PC4         -3.825e-05  9.484e-05   -0.403 0.687002    
## PC5          2.245e-04  9.543e-05    2.352 0.019295 *  
## PC6          1.854e-04  1.059e-04    1.750 0.081054 .  
## PC7         -5.076e-06  1.086e-04   -0.047 0.962758    
## PC8          1.089e-05  9.894e-05    0.110 0.912439    
## PC9         -4.808e-04  9.872e-05   -4.870 1.80e-06 ***
## PC10         2.315e-05  9.902e-05    0.234 0.815270    
## PC11         1.899e-04  1.058e-04    1.795 0.073618 .  
## PC12         2.370e-04  9.702e-05    2.443 0.015154 *  
## PC13        -6.437e-05  1.064e-04   -0.605 0.545669    
## PC14         2.220e-04  1.036e-04    2.143 0.032947 *  
## PC15        -7.522e-06  1.083e-04   -0.069 0.944656    
## PC16        -1.966e-04  9.948e-05   -1.976 0.049077 *  
## PC17        -1.286e-04  1.017e-04   -1.264 0.207289    
## PC18         3.063e-04  1.008e-04    3.038 0.002590 ** 
## PC19         1.480e-04  1.047e-04    1.413 0.158617    
## PC20         1.175e-04  1.101e-04    1.067 0.286721    
## PC21         1.654e-04  1.009e-04    1.639 0.102174    
## PC22        -9.099e-05  9.891e-05   -0.920 0.358304    
## PC23         1.694e-04  1.030e-04    1.645 0.101036    
## PC24        -4.785e-05  1.096e-04   -0.436 0.662790    
## PC25         1.904e-04  1.051e-04    1.812 0.070915 .  
## PC26         1.306e-04  1.092e-04    1.196 0.232562    
## PC27         4.523e-04  1.015e-04    4.456 1.18e-05 ***
## PC28         3.611e-05  1.103e-04    0.328 0.743501    
## PC29        -1.362e-04  9.863e-05   -1.381 0.168273    
## PC30        -1.838e-05  1.015e-04   -0.181 0.856382    
## PC31        -1.173e-04  1.087e-04   -1.079 0.281292    
## PC32        -5.766e-05  1.058e-04   -0.545 0.586035    
## PC33        -2.496e-04  9.913e-05   -2.518 0.012306 *  
## PC34        -6.750e-05  1.025e-04   -0.659 0.510715    
## PC35        -2.018e-04  1.090e-04   -1.852 0.065059 .  
## PC36        -1.271e-05  1.037e-04   -0.123 0.902518    
## PC37        -6.532e-05  1.130e-04   -0.578 0.563739    
## PC38        -2.510e-04  1.124e-04   -2.233 0.026269 *  
## PC39         7.665e-05  1.028e-04    0.746 0.456533    
## PC40        -2.043e-04  1.092e-04   -1.871 0.062336 .  
## PC41         6.111e-05  1.059e-04    0.577 0.564469    
## PC42         4.415e-05  1.051e-04    0.420 0.674712    
## PC43        -2.371e-04  1.089e-04   -2.178 0.030199 *  
## PC44        -1.416e-04  1.044e-04   -1.356 0.176031    
## PC45        -2.485e-04  1.022e-04   -2.432 0.015606 *  
## PC46        -9.616e-05  1.013e-04   -0.950 0.343120    
## PC47        -2.634e-04  1.100e-04   -2.394 0.017263 *  
## PC48        -9.244e-05  1.134e-04   -0.815 0.415541    
## PC49         4.826e-04  1.127e-04    4.281 2.50e-05 ***
## PC50        -1.681e-04  1.087e-04   -1.547 0.122979    
## PC51         6.470e-05  1.005e-04    0.644 0.520081    
## PC52         2.828e-04  1.102e-04    2.566 0.010782 *  
## PC53        -3.638e-05  1.163e-04   -0.313 0.754610    
## PC54         5.805e-05  1.084e-04    0.536 0.592627    
## PC55         1.338e-04  1.152e-04    1.162 0.246259    
## PC56        -1.542e-04  1.033e-04   -1.493 0.136489    
## PC57         2.077e-04  1.152e-04    1.803 0.072374 .  
## PC58        -1.953e-04  1.117e-04   -1.749 0.081384 .  
## PC59        -4.230e-05  1.066e-04   -0.397 0.691872    
## PC60        -2.819e-04  1.028e-04   -2.742 0.006479 ** 
## PC61        -6.470e-05  1.058e-04   -0.611 0.541417    
## PC62         2.537e-04  1.118e-04    2.269 0.023993 *  
## PC63         1.594e-05  1.103e-04    0.145 0.885181    
## PC64         2.893e-04  1.133e-04    2.554 0.011132 *  
## PC65        -3.776e-04  1.156e-04   -3.265 0.001219 ** 
## PC66        -5.917e-05  1.074e-04   -0.551 0.582272    
## PC67         2.129e-04  1.108e-04    1.922 0.055560 .  
## PC68        -8.093e-05  1.105e-04   -0.732 0.464505    
## PC69         2.147e-04  1.120e-04    1.918 0.056090 .  
## PC70         3.587e-04  1.117e-04    3.212 0.001459 ** 
## PC71        -4.243e-05  1.117e-04   -0.380 0.704192    
## PC72        -4.841e-05  1.100e-04   -0.440 0.660319    
## PC73         4.377e-05  1.065e-04    0.411 0.681399    
## PC74        -9.938e-05  1.068e-04   -0.931 0.352614    
## PC75         3.699e-05  1.118e-04    0.331 0.741059    
## PC76        -7.987e-05  1.093e-04   -0.730 0.465673    
## PC77         9.159e-05  1.027e-04    0.891 0.373378    
## PC78        -3.305e-05  1.152e-04   -0.287 0.774481    
## PC79        -5.572e-05  1.114e-04   -0.500 0.617398    
## PC80         1.370e-04  1.114e-04    1.230 0.219511    
## PC81        -2.368e-04  1.122e-04   -2.111 0.035566 *  
## PC82        -1.969e-06  1.103e-04   -0.018 0.985770    
## PC83         3.379e-05  1.144e-04    0.295 0.767923    
## PC84        -1.356e-05  1.123e-04   -0.121 0.903968    
## PC85         1.046e-04  1.197e-04    0.874 0.382801    
## PC86        -4.642e-04  1.083e-04   -4.285 2.46e-05 ***
## PC87         1.065e-04  1.051e-04    1.014 0.311476    
## PC88        -4.790e-05  1.099e-04   -0.436 0.663186    
## PC89        -3.202e-04  1.085e-04   -2.952 0.003402 ** 
## PC90        -2.885e-04  1.169e-04   -2.467 0.014161 *  
## PC91         1.795e-04  1.204e-04    1.491 0.136954    
## PC92        -4.205e-04  1.108e-04   -3.795 0.000178 ***
## PC93        -2.533e-04  1.132e-04   -2.237 0.025995 *  
## PC94         5.003e-05  1.132e-04    0.442 0.658971    
## PC95        -5.170e-05  1.105e-04   -0.468 0.640217    
## PC96         1.161e-04  1.140e-04    1.018 0.309366    
## PC97        -2.340e-05  1.131e-04   -0.207 0.836232    
## PC98         2.217e-04  1.199e-04    1.850 0.065287 .  
## PC99        -6.842e-04  1.213e-04   -5.639 3.92e-08 ***
## PC100       -3.888e-04  1.186e-04   -3.279 0.001164 ** 
## PC101        3.085e-04  1.234e-04    2.500 0.012951 *  
## PC102       -7.541e-05  1.179e-04   -0.640 0.522806    
## PC103       -1.604e-04  1.095e-04   -1.465 0.143924    
## PC104       -2.769e-04  1.133e-04   -2.444 0.015115 *  
## PC105       -2.670e-04  1.136e-04   -2.350 0.019419 *  
## PC106       -1.583e-04  1.153e-04   -1.373 0.170714    
## PC107        1.245e-04  1.246e-04    0.999 0.318381    
## PC108       -1.479e-04  1.125e-04   -1.314 0.189722    
## PC109        1.337e-04  1.196e-04    1.118 0.264271    
## PC110        1.928e-04  1.178e-04    1.637 0.102707    
## PC111       -1.484e-05  1.097e-04   -0.135 0.892496    
## PC112       -4.274e-05  1.169e-04   -0.366 0.714944    
## PC113        5.276e-06  1.212e-04    0.044 0.965293    
## PC114       -1.956e-05  1.169e-04   -0.167 0.867253    
## PC115       -1.081e-04  1.173e-04   -0.921 0.357581    
## PC116       -3.307e-04  1.271e-04   -2.601 0.009744 ** 
## PC117       -2.069e-04  1.151e-04   -1.797 0.073294 .  
## PC118        2.713e-04  1.135e-04    2.389 0.017487 *  
## PC119       -5.582e-05  1.092e-04   -0.511 0.609636    
## PC120        1.804e-05  1.128e-04    0.160 0.873077    
## PC121        5.385e-05  1.159e-04    0.465 0.642611    
## PC122        2.957e-04  1.142e-04    2.590 0.010073 *  
## PC123        1.043e-04  1.182e-04    0.883 0.377996    
## PC124       -4.577e-05  1.102e-04   -0.415 0.678206    
## PC125       -1.980e-04  1.230e-04   -1.610 0.108458    
## PC126       -3.300e-04  1.211e-04   -2.726 0.006790 ** 
## PC127       -5.347e-05  1.184e-04   -0.452 0.651927    
## PC128        2.986e-04  1.192e-04    2.506 0.012749 *  
## PC129        3.153e-05  1.198e-04    0.263 0.792648    
## PC130        9.829e-06  1.227e-04    0.080 0.936210    
## PC131       -2.085e-04  1.198e-04   -1.741 0.082753 .  
## PC132       -1.718e-04  1.135e-04   -1.514 0.131059    
## PC133        8.329e-05  1.225e-04    0.680 0.497109    
## PC134        3.768e-04  1.120e-04    3.365 0.000865 ***
## PC135       -1.444e-04  1.136e-04   -1.272 0.204368    
## PC136        7.278e-05  1.178e-04    0.618 0.537294    
## PC137        8.288e-05  1.216e-04    0.681 0.496082    
## PC138        2.237e-04  1.259e-04    1.776 0.076669 .  
## PC139       -8.452e-05  1.194e-04   -0.708 0.479458    
## PC140       -2.083e-04  1.158e-04   -1.799 0.073034 .  
## PC141        2.410e-05  1.189e-04    0.203 0.839539    
## PC142       -1.121e-04  1.135e-04   -0.988 0.323867    
## PC143       -3.611e-04  1.245e-04   -2.899 0.004012 ** 
## PC144        5.078e-06  1.194e-04    0.043 0.966093    
## PC145       -2.628e-05  1.220e-04   -0.215 0.829607    
## PC146        2.956e-04  1.155e-04    2.559 0.010992 *  
## PC147        2.820e-05  1.220e-04    0.231 0.817352    
## PC148       -3.622e-04  1.222e-04   -2.963 0.003284 ** 
## PC149        3.406e-04  1.105e-04    3.082 0.002242 ** 
## PC150        1.631e-04  1.272e-04    1.282 0.200655    
## PC151        2.678e-04  1.202e-04    2.228 0.026596 *  
## PC152        5.794e-05  1.225e-04    0.473 0.636509    
## PC153        1.140e-04  1.229e-04    0.928 0.354308    
## PC154       -1.181e-04  1.211e-04   -0.976 0.330038    
## PC155       -3.185e-05  1.197e-04   -0.266 0.790427    
## PC156       -9.259e-06  1.244e-04   -0.074 0.940742    
## PC157        7.420e-04  1.256e-04    5.906 9.41e-09 ***
## PC158       -3.767e-04  1.223e-04   -3.081 0.002255 ** 
## PC159       -1.713e-04  1.192e-04   -1.437 0.151628    
## PC160        1.475e-04  1.242e-04    1.187 0.236018    
## PC161       -9.987e-06  1.179e-04   -0.085 0.932568    
## PC162        3.259e-05  1.217e-04    0.268 0.789049    
## PC163       -1.911e-04  1.173e-04   -1.629 0.104438    
## PC164       -3.130e-04  1.185e-04   -2.640 0.008715 ** 
## PC165        6.942e-06  1.329e-04    0.052 0.958365    
## PC166        1.707e-04  1.207e-04    1.414 0.158273    
## PC167        1.582e-04  1.265e-04    1.251 0.211975    
## PC168        3.868e-04  1.227e-04    3.153 0.001780 ** 
## PC169       -5.728e-05  1.305e-04   -0.439 0.661138    
## PC170       -7.225e-05  1.209e-04   -0.598 0.550391    
## PC171       -5.663e-05  1.258e-04   -0.450 0.653002    
## PC172       -1.816e-04  1.301e-04   -1.396 0.163712    
## PC173        2.015e-04  1.307e-04    1.542 0.124217    
## PC174        6.351e-04  1.213e-04    5.238 3.05e-07 ***
## PC175       -2.398e-04  1.280e-04   -1.873 0.062070 .  
## PC176        6.891e-05  1.325e-04    0.520 0.603411    
## PC177       -2.532e-04  1.240e-04   -2.042 0.041990 *  
## PC178        2.908e-04  1.311e-04    2.219 0.027245 *  
## PC179        4.134e-05  1.208e-04    0.342 0.732476    
## PC180        5.177e-05  1.277e-04    0.405 0.685509    
## PC181        5.583e-04  1.228e-04    4.548 7.85e-06 ***
## PC182        3.309e-05  1.242e-04    0.266 0.790051    
## PC183        2.068e-04  1.222e-04    1.692 0.091608 .  
## PC184       -1.247e-04  1.222e-04   -1.020 0.308460    
## PC185        4.608e-05  1.267e-04    0.364 0.716312    
## PC186        3.425e-04  1.235e-04    2.773 0.005897 ** 
## PC187        2.046e-04  1.265e-04    1.618 0.106689    
## PC188        2.643e-04  1.269e-04    2.084 0.038025 *  
## PC189       -2.315e-04  1.190e-04   -1.945 0.052760 .  
## PC190       -4.328e-04  1.271e-04   -3.406 0.000747 ***
## PC191        1.706e-04  1.358e-04    1.257 0.209892    
## PC192        2.923e-04  1.234e-04    2.369 0.018462 *  
## PC193       -3.812e-05  1.223e-04   -0.312 0.755440    
## PC194       -4.606e-06  1.266e-04   -0.036 0.970993    
## PC195        2.100e-04  1.289e-04    1.630 0.104234    
## PC196       -7.202e-05  1.297e-04   -0.555 0.579190    
## PC197        3.750e-04  1.332e-04    2.814 0.005209 ** 
## PC198        6.312e-05  1.251e-04    0.505 0.614088    
## PC199        2.325e-04  1.332e-04    1.745 0.081957 .  
## PC200        3.411e-04  1.289e-04    2.645 0.008594 ** 
## PC201       -2.182e-04  1.354e-04   -1.612 0.108099    
## PC202       -3.776e-05  1.304e-04   -0.290 0.772351    
## PC203       -4.626e-05  1.312e-04   -0.353 0.724637    
## PC204        4.108e-04  1.241e-04    3.312 0.001039 ** 
## PC205        7.503e-05  1.282e-04    0.585 0.558877    
## PC206        1.897e-04  1.277e-04    1.485 0.138498    
## PC207        4.987e-05  1.316e-04    0.379 0.705045    
## PC208       -1.849e-04  1.161e-04   -1.593 0.112249    
## PC209        2.018e-04  1.299e-04    1.554 0.121315    
## PC210        4.038e-04  1.347e-04    2.998 0.002941 ** 
## PC211       -2.362e-04  1.327e-04   -1.780 0.076078 .  
## PC212       -1.792e-04  1.342e-04   -1.336 0.182705    
## PC213       -3.759e-05  1.308e-04   -0.287 0.773982    
## PC214       -1.864e-04  1.295e-04   -1.440 0.150965    
## PC215       -3.978e-04  1.324e-04   -3.004 0.002886 ** 
## PC216       -8.684e-05  1.331e-04   -0.652 0.514710    
## PC217       -3.202e-05  1.388e-04   -0.231 0.817737    
## PC218        4.722e-04  1.306e-04    3.614 0.000352 ***
## PC219        4.322e-04  1.442e-04    2.997 0.002952 ** 
## PC220       -1.920e-05  1.414e-04   -0.136 0.892108    
## PC221        2.883e-04  1.393e-04    2.070 0.039253 *  
## PC222        6.061e-05  1.385e-04    0.438 0.662041    
## PC223        1.347e-05  1.379e-04    0.098 0.922206    
## PC224       -5.264e-04  1.414e-04   -3.724 0.000234 ***
## PC225        5.572e-04  1.412e-04    3.946 9.87e-05 ***
## PC226       -3.522e-04  1.383e-04   -2.546 0.011377 *  
## PC227       -4.146e-05  1.520e-04   -0.273 0.785281    
## PC228       -8.549e-04  1.462e-04   -5.850 1.28e-08 ***
## PC229        3.440e-04  1.496e-04    2.300 0.022131 *  
## PC230       -6.540e-04  1.528e-04   -4.280 2.52e-05 ***
## PC231       -1.243e-03  1.454e-04   -8.548 6.25e-16 ***
## PC232        7.565e-04  1.535e-04    4.928 1.37e-06 ***
## PC233        8.820e-04  1.585e-04    5.564 5.81e-08 ***
## PC234        2.789e-04  1.679e-04    1.661 0.097770 .  
## PC235       -1.458e-04  1.771e-04   -0.824 0.410841    
## PC236       -7.496e-05  1.615e-04   -0.464 0.642894    
## PC237        9.445e-04  1.705e-04    5.538 6.64e-08 ***
## PC238        8.292e-04  1.791e-04    4.628 5.47e-06 ***
## PC239       -2.922e-03  1.764e-04  -16.569  < 2e-16 ***
## PC240        4.075e-04  2.225e-04    1.832 0.067978 .  
## PC241       -1.967e-04  2.134e-04   -0.922 0.357394    
## PC242        3.488e-04  2.219e-04    1.572 0.117062    
## PC243       -2.302e-04  2.305e-04   -0.999 0.318744    
## PC244        3.420e-05  2.163e-04    0.158 0.874450    
## PC245       -4.433e-04  2.176e-04   -2.037 0.042477 *  
## PC246       -2.585e-04  2.063e-04   -1.254 0.210968    
## PC247        1.382e-04  2.264e-04    0.611 0.541900    
## PC248        1.248e-04  2.165e-04    0.577 0.564625    
## PC249        1.339e-04  2.029e-04    0.660 0.509846    
## PC250        5.572e-05  2.142e-04    0.260 0.794898    
## PC251       -2.530e-04  2.170e-04   -1.166 0.244450    
## PC252       -1.234e-04  2.361e-04   -0.523 0.601528    
## PC253        6.649e-06  2.212e-04    0.030 0.976040    
## PC254       -7.377e-05  2.128e-04   -0.347 0.729106    
## PC255       -1.046e-04  2.178e-04   -0.480 0.631552    
## PC256       -1.726e-04  2.094e-04   -0.824 0.410405    
## PC257        2.573e-04  2.054e-04    1.253 0.211167    
## PC258        2.820e-04  2.135e-04    1.321 0.187571    
## PC259        3.207e-04  2.111e-04    1.519 0.129737    
## PC260       -3.621e-04  2.275e-04   -1.592 0.112506    
## PC261       -2.811e-04  2.152e-04   -1.306 0.192378    
## PC262        6.347e-05  2.098e-04    0.303 0.762436    
## PC263       -2.377e-05  2.165e-04   -0.110 0.912635    
## PC264       -4.221e-04  2.331e-04   -1.811 0.071182 .  
## PC265       -5.170e-05  2.056e-04   -0.251 0.801682    
## PC266        3.298e-04  2.350e-04    1.404 0.161481    
## PC267        2.891e-04  2.188e-04    1.322 0.187313    
## PC268       -9.022e-05  2.236e-04   -0.404 0.686807    
## PC269        7.519e-07  2.052e-04    0.004 0.997079    
## PC270        1.087e-04  2.293e-04    0.474 0.635896    
## PC271        4.309e-04  2.192e-04    1.966 0.050247 .  
## PC272       -2.727e-04  2.224e-04   -1.226 0.221264    
## PC273        4.370e-04  2.267e-04    1.927 0.054858 .  
## PC274       -2.861e-04  2.285e-04   -1.252 0.211567    
## PC275       -1.234e-04  2.288e-04   -0.539 0.589995    
## PC276        5.774e-04  2.265e-04    2.549 0.011296 *  
## PC277        5.435e-04  2.334e-04    2.329 0.020522 *  
## PC278        2.584e-04  2.107e-04    1.226 0.220986    
## PC279       -5.548e-04  2.292e-04   -2.420 0.016104 *  
## PC280        1.536e-04  2.255e-04    0.681 0.496341    
## PC281       -2.360e-04  2.057e-04   -1.147 0.252249    
## PC282        2.788e-04  2.296e-04    1.214 0.225608    
## PC283        3.895e-04  2.114e-04    1.842 0.066438 .  
## PC284       -2.128e-04  1.984e-04   -1.073 0.284112    
## PC285       -3.443e-04  2.162e-04   -1.593 0.112307    
## PC286        2.897e-04  2.295e-04    1.262 0.207782    
## PC287       -2.535e-04  2.332e-04   -1.087 0.277944    
## PC288       -9.001e-05  2.165e-04   -0.416 0.677883    
## PC289        4.440e-04  2.229e-04    1.992 0.047291 *  
## PC290        4.026e-04  2.239e-04    1.798 0.073174 .  
## PC291        4.845e-04  2.349e-04    2.063 0.039972 *  
## PC292        1.202e-04  2.025e-04    0.594 0.553241    
## PC293       -4.351e-04  2.170e-04   -2.005 0.045900 *  
## PC294       -3.376e-04  2.275e-04   -1.484 0.138936    
## PC295       -3.171e-04  2.474e-04   -1.282 0.200855    
## PC296       -3.808e-05  2.253e-04   -0.169 0.865883    
## PC297       -4.244e-05  2.073e-04   -0.205 0.837925    
## PC298       -1.493e-04  2.114e-04   -0.706 0.480706    
## PC299        1.451e-04  2.153e-04    0.674 0.501061    
## PC300        1.166e-04  2.062e-04    0.565 0.572171    
## PC301       -1.216e-04  2.106e-04   -0.577 0.564109    
## PC302        3.614e-04  2.197e-04    1.645 0.100981    
## PC303        1.279e-04  2.189e-04    0.584 0.559535    
## PC304        5.688e-05  2.099e-04    0.271 0.786559    
## PC305       -5.469e-05  2.220e-04   -0.246 0.805618    
## PC306        9.059e-05  2.197e-04    0.412 0.680434    
## PC307        3.697e-04  2.271e-04    1.627 0.104688    
## PC308       -3.680e-04  2.337e-04   -1.575 0.116342    
## PC309        2.079e-04  2.395e-04    0.868 0.385951    
## PC310        2.459e-04  2.247e-04    1.094 0.274738    
## PC311        5.820e-06  2.123e-04    0.027 0.978146    
## PC312       -4.943e-05  2.345e-04   -0.211 0.833201    
## PC313        9.735e-05  2.296e-04    0.424 0.671819    
## PC314        2.067e-04  2.348e-04    0.880 0.379372    
## PC315       -1.673e-04  2.238e-04   -0.747 0.455371    
## PC316       -5.100e-04  2.435e-04   -2.094 0.037060 *  
## PC317       -1.201e-04  2.218e-04   -0.541 0.588593    
## PC318        2.294e-04  2.379e-04    0.964 0.335710    
## PC319       -2.198e-04  2.199e-04   -1.000 0.318347    
## PC320       -3.120e-04  2.121e-04   -1.471 0.142360    
## PC321        6.123e-04  2.120e-04    2.888 0.004151 ** 
## PC322       -1.499e-04  2.354e-04   -0.637 0.524886    
## PC323        4.953e-05  2.209e-04    0.224 0.822693    
## PC324        2.194e-04  2.370e-04    0.926 0.355313    
## PC325       -3.591e-04  2.172e-04   -1.653 0.099349 .  
## PC326       -3.514e-04  2.136e-04   -1.645 0.101056    
## PC327       -9.905e-05  2.342e-04   -0.423 0.672614    
## PC328        8.335e-05  2.329e-04    0.358 0.720690    
## PC329        2.748e-04  1.995e-04    1.377 0.169381    
## PC330       -9.625e-05  2.339e-04   -0.412 0.680972    
## PC331        5.066e-05  2.191e-04    0.231 0.817324    
## PC332       -2.221e-04  2.255e-04   -0.985 0.325514    
## PC333        9.052e-05  2.418e-04    0.374 0.708434    
## PC334       -2.313e-04  2.328e-04   -0.994 0.321074    
## PC335        3.017e-05  2.145e-04    0.141 0.888207    
## PC336       -5.864e-04  2.152e-04   -2.725 0.006805 ** 
## PC337        4.043e-05  2.349e-04    0.172 0.863494    
## PC338        6.353e-05  2.180e-04    0.291 0.770970    
## PC339        2.072e-04  2.357e-04    0.879 0.380086    
## PC340        2.627e-04  2.175e-04    1.208 0.228159    
## PC341        3.487e-04  2.300e-04    1.516 0.130549    
## PC342        2.506e-04  2.228e-04    1.124 0.261751    
## PC343        3.017e-04  2.028e-04    1.488 0.137817    
## PC344        6.682e-05  2.372e-04    0.282 0.778317    
## PC345        3.182e-04  2.199e-04    1.447 0.148975    
## PC346       -1.968e-04  2.221e-04   -0.886 0.376335    
## PC347        1.207e-05  2.068e-04    0.058 0.953490    
## PC348       -2.254e-04  2.071e-04   -1.088 0.277341    
## PC349       -4.147e-04  2.273e-04   -1.825 0.069036 .  
## PC350       -6.387e-05  2.198e-04   -0.291 0.771590    
## PC351        2.337e-05  2.437e-04    0.096 0.923657    
## PC352       -1.317e-04  2.182e-04   -0.604 0.546501    
## PC353       -2.536e-04  2.226e-04   -1.139 0.255543    
## PC354        3.583e-04  2.099e-04    1.707 0.088798 .  
## PC355       -9.157e-05  2.203e-04   -0.416 0.677968    
## PC356       -4.323e-05  2.176e-04   -0.199 0.842651    
## PC357        5.976e-04  2.196e-04    2.722 0.006871 ** 
## PC358        3.917e-04  2.329e-04    1.682 0.093659 .  
## PC359        7.150e-05  2.243e-04    0.319 0.750072    
## PC360        6.984e-06  2.316e-04    0.030 0.975968    
## PC361       -4.513e-04  2.223e-04   -2.030 0.043196 *  
## PC362        2.257e-04  2.335e-04    0.967 0.334533    
## PC363        5.084e-04  2.197e-04    2.313 0.021366 *  
## PC364        1.603e-04  2.106e-04    0.761 0.447167    
## PC365        4.772e-04  2.309e-04    2.066 0.039648 *  
## PC366       -2.216e-04  2.344e-04   -0.945 0.345205    
## PC367        1.150e-04  2.100e-04    0.548 0.584247    
## PC368        2.588e-04  2.249e-04    1.151 0.250785    
## PC369        2.364e-04  2.223e-04    1.063 0.288632    
## PC370       -4.968e-05  2.248e-04   -0.221 0.825242    
## PC371       -2.685e-04  2.208e-04   -1.216 0.224935    
## PC372        2.339e-04  2.199e-04    1.064 0.288275    
## PC373       -4.307e-04  2.231e-04   -1.931 0.054453 .  
## PC374       -2.085e-04  2.229e-04   -0.935 0.350474    
## PC375        8.034e-05  2.340e-04    0.343 0.731562    
## PC376        2.354e-04  2.199e-04    1.070 0.285280    
## PC377       -1.696e-04  2.121e-04   -0.799 0.424652    
## PC378        3.077e-05  2.200e-04    0.140 0.888864    
## PC379        4.982e-04  2.275e-04    2.190 0.029293 *  
## PC380       -1.009e-04  2.230e-04   -0.453 0.651143    
## PC381        2.432e-04  2.254e-04    1.079 0.281536    
## PC382       -6.370e-05  2.245e-04   -0.284 0.776811    
## PC383       -2.716e-05  2.236e-04   -0.121 0.903379    
## PC384       -1.116e-04  2.302e-04   -0.485 0.628210    
## PC385       -1.074e-04  2.281e-04   -0.471 0.637961    
## PC386       -1.381e-04  2.054e-04   -0.672 0.501921    
## PC387        1.470e-04  2.228e-04    0.660 0.509972    
## PC388       -7.096e-04  2.313e-04   -3.068 0.002346 ** 
## PC389        2.719e-04  2.231e-04    1.219 0.223899    
## PC390        5.367e-05  2.249e-04    0.239 0.811530    
## PC391       -1.040e-04  2.257e-04   -0.461 0.645237    
## PC392        1.905e-04  2.345e-04    0.812 0.417195    
## PC393       -4.748e-05  2.305e-04   -0.206 0.836920    
## PC394       -2.184e-04  2.227e-04   -0.981 0.327459    
## PC395        4.935e-04  2.410e-04    2.047 0.041500 *  
## PC396       -2.826e-04  2.284e-04   -1.237 0.216949    
## PC397       -1.249e-04  2.339e-04   -0.534 0.593785    
## PC398       -1.977e-04  2.324e-04   -0.851 0.395512    
## PC399       -4.090e-07  2.278e-04   -0.002 0.998568    
## PC400       -2.881e-05  2.109e-04   -0.137 0.891421    
## PC401        1.239e-04  2.121e-04    0.584 0.559541    
## PC402        2.665e-04  2.215e-04    1.203 0.229843    
## PC403       -2.994e-04  2.145e-04   -1.396 0.163696    
## PC404        5.329e-05  2.404e-04    0.222 0.824737    
## PC405       -1.435e-04  2.041e-04   -0.703 0.482574    
## PC406       -1.317e-04  2.432e-04   -0.542 0.588441    
## PC407        2.646e-04  2.405e-04    1.100 0.272169    
## PC408        3.301e-04  2.254e-04    1.464 0.144122    
## PC409       -1.886e-04  2.285e-04   -0.825 0.409794    
## PC410       -3.471e-04  2.102e-04   -1.651 0.099678 .  
## PC411        5.251e-05  2.315e-04    0.227 0.820681    
## PC412       -4.190e-04  2.242e-04   -1.869 0.062628 .  
## PC413       -1.780e-04  2.352e-04   -0.757 0.449907    
## PC414       -2.622e-04  2.215e-04   -1.183 0.237546    
## PC415       -2.120e-04  2.271e-04   -0.933 0.351308    
## PC416        6.768e-05  2.162e-04    0.313 0.754505    
## PC417       -1.571e-04  2.297e-04   -0.684 0.494664    
## PC418       -1.860e-04  2.361e-04   -0.788 0.431433    
## PC419        1.419e-04  2.235e-04    0.635 0.525880    
## PC420       -4.465e-04  2.285e-04   -1.954 0.051603 .  
## PC421        6.342e-05  2.139e-04    0.296 0.767101    
## PC422       -1.114e-04  2.174e-04   -0.512 0.608791    
## PC423        1.168e-04  2.241e-04    0.521 0.602469    
## PC424       -1.313e-04  2.314e-04   -0.567 0.570844    
## PC425       -4.291e-05  2.254e-04   -0.190 0.849121    
## PC426        7.348e-05  2.439e-04    0.301 0.763462    
## PC427        3.541e-04  2.451e-04    1.445 0.149618    
## PC428       -1.730e-04  2.267e-04   -0.763 0.445908    
## PC429        1.506e-04  2.341e-04    0.644 0.520337    
## PC430       -2.354e-04  2.331e-04   -1.010 0.313261    
## PC431       -2.362e-05  2.274e-04   -0.104 0.917338    
## PC432        1.101e-04  2.306e-04    0.477 0.633548    
## PC433        5.755e-05  2.237e-04    0.257 0.797156    
## PC434       -4.432e-04  2.210e-04   -2.006 0.045797 *  
## PC435       -2.066e-04  2.278e-04   -0.907 0.365085    
## PC436       -3.561e-04  2.184e-04   -1.630 0.104061    
## PC437       -2.108e-04  2.163e-04   -0.975 0.330557    
## PC438       -3.885e-05  2.165e-04   -0.179 0.857703    
## PC439        2.267e-04  2.348e-04    0.966 0.334943    
## PC440        1.356e-04  2.312e-04    0.587 0.557892    
## PC441       -5.736e-04  2.212e-04   -2.593 0.009967 ** 
## PC442       -7.680e-04  2.480e-04   -3.096 0.002144 ** 
## PC443        1.876e-04  2.205e-04    0.851 0.395538    
## PC444        3.378e-05  2.236e-04    0.151 0.879988    
## PC445       -7.031e-04  2.283e-04   -3.079 0.002264 ** 
## PC446       -1.692e-04  2.283e-04   -0.741 0.459192    
## PC447       -5.368e-04  2.245e-04   -2.391 0.017401 *  
## PC448       -4.654e-04  2.356e-04   -1.976 0.049087 *  
## PC449        3.208e-04  2.437e-04    1.317 0.188991    
## PC450        2.405e-04  2.154e-04    1.117 0.264938    
## PC451        1.737e-04  2.290e-04    0.759 0.448654    
## PC452       -4.214e-04  2.384e-04   -1.768 0.078098 .  
## PC453        3.461e-04  2.196e-04    1.576 0.116042    
## PC454       -2.978e-04  2.209e-04   -1.348 0.178632    
## PC455        1.524e-04  2.286e-04    0.667 0.505531    
## PC456       -2.083e-04  2.344e-04   -0.889 0.374706    
## PC457       -1.146e-04  2.165e-04   -0.530 0.596821    
## PC458        1.624e-04  2.282e-04    0.711 0.477322    
## PC459        9.612e-05  2.085e-04    0.461 0.645053    
## PC460        2.801e-04  2.222e-04    1.261 0.208440    
## PC461       -9.354e-05  2.171e-04   -0.431 0.666845    
## PC462        1.189e-04  2.162e-04    0.550 0.582666    
## PC463        2.623e-06  2.179e-04    0.012 0.990403    
## PC464        4.985e-04  2.225e-04    2.240 0.025798 *  
## PC465       -3.221e-05  2.179e-04   -0.148 0.882571    
## PC466       -2.809e-05  2.181e-04   -0.129 0.897576    
## PC467        2.256e-04  2.410e-04    0.936 0.349957    
## PC468       -4.951e-04  2.393e-04   -2.069 0.039369 *  
## PC469       -2.123e-04  2.239e-04   -0.948 0.343665    
## PC470       -9.876e-05  2.220e-04   -0.445 0.656708    
## PC471        1.913e-04  2.262e-04    0.846 0.398166    
## PC472       -8.380e-04  2.402e-04   -3.489 0.000557 ***
## PC473        2.914e-04  2.229e-04    1.307 0.192108    
## PC474       -2.662e-04  2.360e-04   -1.128 0.260127    
## PC475        9.118e-05  2.158e-04    0.423 0.672877    
## PC476       -2.204e-04  2.243e-04   -0.983 0.326545    
## PC477       -3.640e-04  2.123e-04   -1.714 0.087463 .  
## PC478        1.437e-04  2.357e-04    0.610 0.542459    
## PC479        4.193e-04  2.153e-04    1.947 0.052415 .  
## PC480       -5.806e-04  2.117e-04   -2.743 0.006452 ** 
## PC481       -3.636e-05  2.149e-04   -0.169 0.865763    
## PC482       -1.419e-04  2.173e-04   -0.653 0.514407    
## PC483       -1.128e-04  2.341e-04   -0.482 0.630351    
## PC484       -3.228e-04  2.468e-04   -1.308 0.191963    
## PC485       -1.345e-04  2.489e-04   -0.540 0.589410    
## PC486        2.584e-04  2.179e-04    1.186 0.236545    
## PC487       -5.434e-04  2.156e-04   -2.520 0.012248 *  
## PC488       -1.414e-05  2.257e-04   -0.063 0.950098    
## PC489        1.494e-04  2.263e-04    0.660 0.509590    
## PC490        8.917e-05  2.437e-04    0.366 0.714700    
## PC491       -1.313e-04  2.252e-04   -0.583 0.560379    
## PC492        3.191e-04  2.130e-04    1.498 0.135236    
## PC493       -2.391e-05  2.165e-04   -0.110 0.912132    
## PC494        4.927e-05  2.312e-04    0.213 0.831388    
## PC495        6.169e-04  2.263e-04    2.726 0.006782 ** 
## PC496        2.813e-05  2.356e-04    0.119 0.905034    
## PC497        1.768e-04  2.315e-04    0.764 0.445758    
## PC498       -8.351e-05  2.164e-04   -0.386 0.699807    
## PC499        4.497e-04  2.326e-04    1.933 0.054141 .  
## PC500        4.372e-04  2.296e-04    1.904 0.057817 .  
## PC501        1.516e-04  2.126e-04    0.713 0.476265    
## PC502       -4.440e-04  2.196e-04   -2.022 0.044010 *  
## PC503       -5.567e-05  2.156e-04   -0.258 0.796411    
## PC504        3.292e-04  2.343e-04    1.405 0.161028    
## PC505        2.730e-04  2.257e-04    1.210 0.227404    
## PC506       -2.362e-05  2.335e-04   -0.101 0.919514    
## PC507        4.342e-04  2.384e-04    1.821 0.069582 .  
## PC508        6.366e-06  2.354e-04    0.027 0.978443    
## PC509       -5.599e-04  2.271e-04   -2.465 0.014261 *  
## PC510       -2.780e-04  2.306e-04   -1.205 0.229071    
## PC511       -5.073e-04  2.094e-04   -2.423 0.015990 *  
## PC512       -2.033e-04  2.158e-04   -0.942 0.346999    
## PC513       -1.009e-04  2.215e-04   -0.456 0.648932    
## PC514        1.236e-04  2.163e-04    0.571 0.568134    
## PC515        1.564e-04  2.367e-04    0.661 0.509095    
## PC516       -8.598e-05  2.246e-04   -0.383 0.702154    
## PC517       -4.104e-04  2.500e-04   -1.642 0.101715    
## PC518       -1.531e-05  2.443e-04   -0.063 0.950073    
## PC519       -6.348e-05  2.209e-04   -0.287 0.774015    
## PC520        4.910e-04  2.190e-04    2.242 0.025659 *  
## PC521        4.376e-05  2.344e-04    0.187 0.852050    
## PC522        1.773e-04  2.227e-04    0.796 0.426558    
## PC523       -1.589e-04  2.290e-04   -0.694 0.488282    
## PC524       -5.352e-04  2.118e-04   -2.527 0.012011 *  
## PC525        3.571e-04  2.355e-04    1.516 0.130556    
## PC526        1.571e-04  2.250e-04    0.698 0.485455    
## PC527        5.848e-04  2.155e-04    2.714 0.007023 ** 
## PC528       -1.725e-04  2.297e-04   -0.751 0.453149    
## PC529        7.753e-05  2.259e-04    0.343 0.731678    
## PC530       -1.847e-04  2.215e-04   -0.834 0.404989    
## PC531        6.455e-05  2.298e-04    0.281 0.778994    
## PC532       -3.562e-04  2.300e-04   -1.549 0.122527    
## PC533       -2.203e-04  2.200e-04   -1.002 0.317374    
## PC534       -7.667e-05  2.218e-04   -0.346 0.729773    
## PC535       -2.839e-04  2.251e-04   -1.261 0.208243    
## PC536       -2.856e-04  2.408e-04   -1.186 0.236612    
## PC537       -3.859e-04  2.316e-04   -1.666 0.096728 .  
## PC538        9.570e-05  2.241e-04    0.427 0.669589    
## PC539       -3.520e-04  2.460e-04   -1.431 0.153576    
## PC540        2.906e-04  2.383e-04    1.219 0.223689    
## PC541        3.350e-04  2.349e-04    1.426 0.154969    
## PC542        9.522e-05  2.331e-04    0.409 0.683168    
## PC543       -6.750e-04  2.245e-04   -3.007 0.002859 ** 
## PC544        8.534e-06  2.359e-04    0.036 0.971168    
## PC545        3.325e-04  2.141e-04    1.553 0.121547    
## PC546       -1.582e-04  2.276e-04   -0.695 0.487681    
## PC547        3.995e-04  2.357e-04    1.695 0.091175 .  
## PC548        2.156e-04  2.189e-04    0.985 0.325601    
## PC549       -2.184e-05  2.105e-04   -0.104 0.917441    
## PC550        1.138e-04  2.415e-04    0.471 0.637922    
## PC551       -1.694e-04  2.246e-04   -0.754 0.451229    
## PC552        4.134e-04  2.425e-04    1.704 0.089337 .  
## PC553       -5.301e-04  2.393e-04   -2.215 0.027478 *  
## PC554       -7.765e-04  2.279e-04   -3.407 0.000745 ***
## PC555        1.128e-04  2.322e-04    0.486 0.627553    
## PC556       -1.800e-04  2.129e-04   -0.845 0.398640    
## PC557       -1.085e-04  2.301e-04   -0.471 0.637761    
## PC558        1.828e-04  2.161e-04    0.846 0.398422    
## PC559        7.142e-05  2.154e-04    0.332 0.740458    
## PC560       -1.767e-04  2.323e-04   -0.761 0.447466    
## PC561       -2.676e-05  2.405e-04   -0.111 0.911473    
## PC562       -8.332e-05  2.303e-04   -0.362 0.717750    
## PC563       -3.858e-05  2.247e-04   -0.172 0.863810    
## PC564        8.186e-05  2.347e-04    0.349 0.727466    
## PC565       -5.535e-04  2.205e-04   -2.510 0.012596 *  
## PC566        3.084e-04  2.314e-04    1.333 0.183520    
## PC567        7.006e-04  2.473e-04    2.833 0.004925 ** 
## PC568        2.767e-04  2.272e-04    1.218 0.224221    
## PC569       -8.951e-05  2.149e-04   -0.417 0.677275    
## PC570        7.743e-05  2.464e-04    0.314 0.753531    
## PC571        4.404e-04  2.340e-04    1.882 0.060803 .  
## PC572       -3.485e-04  2.138e-04   -1.630 0.104147    
## PC573        2.895e-04  2.280e-04    1.270 0.205218    
## PC574       -2.072e-04  2.445e-04   -0.847 0.397510    
## PC575        7.681e-05  2.162e-04    0.355 0.722596    
## PC576        3.097e-05  2.197e-04    0.141 0.887978    
## PC577       -1.674e-04  2.424e-04   -0.690 0.490525    
## PC578        3.162e-04  2.202e-04    1.436 0.152100    
## PC579        1.633e-04  2.232e-04    0.732 0.464940    
## PC580       -2.417e-04  2.328e-04   -1.038 0.299958    
## PC581        1.382e-04  2.411e-04    0.573 0.566887    
## PC582        1.964e-04  2.215e-04    0.887 0.375965    
## PC583        7.827e-05  2.149e-04    0.364 0.715901    
## PC584        1.202e-04  2.466e-04    0.488 0.626239    
## PC585        1.328e-04  2.367e-04    0.561 0.575269    
## PC586       -1.946e-04  2.406e-04   -0.809 0.419312    
## PC587        5.500e-05  2.264e-04    0.243 0.808255    
## PC588        3.638e-04  2.360e-04    1.541 0.124240    
## PC589       -2.867e-04  2.184e-04   -1.313 0.190138    
## PC590       -1.607e-04  2.201e-04   -0.730 0.465808    
## PC591       -3.523e-04  2.303e-04   -1.530 0.127158    
## PC592        3.227e-04  2.282e-04    1.414 0.158364    
## PC593       -1.661e-04  2.343e-04   -0.709 0.478736    
## PC594        3.933e-05  2.224e-04    0.177 0.859768    
## PC595        2.503e-04  2.221e-04    1.127 0.260588    
## PC596        1.058e-04  2.237e-04    0.473 0.636769    
## PC597        5.649e-05  2.211e-04    0.256 0.798510    
## PC598        1.208e-04  2.091e-04    0.577 0.564114    
## PC599       -2.650e-04  2.355e-04   -1.125 0.261442    
## PC600       -5.725e-06  2.136e-04   -0.027 0.978631    
## PC601       -4.462e-04  2.290e-04   -1.948 0.052297 .  
## PC602       -4.379e-04  2.430e-04   -1.802 0.072519 .  
## PC603        2.665e-04  2.297e-04    1.160 0.246930    
## PC604       -2.291e-04  2.424e-04   -0.945 0.345462    
## PC605       -2.842e-04  2.478e-04   -1.147 0.252393    
## PC606        1.520e-04  2.275e-04    0.668 0.504628    
## PC607       -3.247e-05  2.284e-04   -0.142 0.887056    
## PC608       -4.291e-05  2.441e-04   -0.176 0.860554    
## PC609       -2.895e-05  2.299e-04   -0.126 0.899888    
## PC610        4.291e-05  2.070e-04    0.207 0.835953    
## PC611        1.650e-04  2.489e-04    0.663 0.507847    
## PC612       -3.467e-04  2.228e-04   -1.556 0.120771    
## PC613        1.701e-04  2.339e-04    0.727 0.467692    
## PC614       -2.934e-04  2.158e-04   -1.359 0.175133    
## PC615       -1.286e-04  2.376e-04   -0.541 0.588747    
## PC616       -1.970e-04  2.326e-04   -0.847 0.397845    
## PC617        2.126e-04  2.374e-04    0.896 0.371161    
## PC618        2.097e-04  2.266e-04    0.925 0.355658    
## PC619        1.820e-04  2.294e-04    0.793 0.428165    
## PC620       -3.856e-04  2.311e-04   -1.668 0.096291 .  
## PC621       -1.624e-04  2.329e-04   -0.698 0.485978    
## PC622       -5.329e-04  2.209e-04   -2.412 0.016440 *  
## PC623        4.480e-04  2.289e-04    1.957 0.051216 .  
## PC624        3.419e-04  2.338e-04    1.463 0.144616    
## PC625       -2.324e-04  2.275e-04   -1.022 0.307769    
## PC626       -1.029e-04  2.202e-04   -0.467 0.640515    
## PC627        1.858e-04  2.321e-04    0.800 0.424106    
## PC628       -2.728e-04  2.251e-04   -1.212 0.226420    
## PC629       -5.583e-04  2.441e-04   -2.287 0.022881 *  
## PC630       -3.361e-04  2.356e-04   -1.427 0.154703    
## PC631       -2.580e-04  2.220e-04   -1.162 0.246073    
## PC632       -2.543e-04  2.307e-04   -1.102 0.271227    
## PC633       -1.083e-04  2.245e-04   -0.482 0.629993    
## PC634        1.051e-04  2.380e-04    0.442 0.659102    
## PC635       -1.478e-04  2.241e-04   -0.659 0.510145    
## PC636       -2.209e-04  2.308e-04   -0.957 0.339383    
## PC637        4.443e-04  2.354e-04    1.888 0.060001 .  
## PC638        6.489e-04  2.249e-04    2.885 0.004198 ** 
## PC639       -1.231e-04  2.222e-04   -0.554 0.580058    
## PC640       -8.884e-04  2.225e-04   -3.993 8.19e-05 ***
## PC641        2.645e-04  2.114e-04    1.251 0.211882    
## PC642       -9.971e-05  2.316e-04   -0.431 0.667092    
## PC643        1.589e-04  2.171e-04    0.732 0.464805    
## PC644        1.777e-04  2.392e-04    0.743 0.458141    
## PC645        2.753e-04  2.208e-04    1.247 0.213515    
## PC646       -1.048e-04  2.353e-04   -0.445 0.656306    
## PC647       -4.664e-05  2.391e-04   -0.195 0.845505    
## PC648        1.234e-04  2.252e-04    0.548 0.584140    
## PC649       -3.724e-04  2.266e-04   -1.643 0.101348    
## PC650       -1.451e-04  2.302e-04   -0.630 0.529014    
## PC651        2.927e-04  2.285e-04    1.281 0.201147    
## PC652       -8.178e-04  2.262e-04   -3.615 0.000351 ***
## PC653       -5.747e-04  2.190e-04   -2.625 0.009105 ** 
## PC654        3.813e-04  2.268e-04    1.681 0.093808 .  
## PC655       -4.863e-05  2.334e-04   -0.208 0.835116    
## PC656        1.206e-04  2.260e-04    0.533 0.594170    
## PC657       -6.622e-04  2.445e-04   -2.708 0.007155 ** 
## PC658        6.328e-05  2.169e-04    0.292 0.770671    
## PC659       -3.729e-04  2.424e-04   -1.538 0.125066    
## PC660        1.719e-04  2.188e-04    0.785 0.432800    
## PC661       -3.993e-05  2.244e-04   -0.178 0.858899    
## PC662       -4.204e-04  2.243e-04   -1.874 0.061845 .  
## PC663       -9.191e-05  2.405e-04   -0.382 0.702572    
## PC664        1.073e-04  2.153e-04    0.498 0.618689    
## PC665        4.469e-04  2.224e-04    2.009 0.045371 *  
## PC666       -1.947e-04  2.273e-04   -0.857 0.392309    
## PC667       -2.652e-04  2.352e-04   -1.128 0.260389    
## PC668        6.018e-06  2.181e-04    0.028 0.978007    
## PC669       -3.879e-04  2.243e-04   -1.730 0.084729 .  
## PC670       -9.280e-05  2.549e-04   -0.364 0.716014    
## PC671        7.814e-05  2.434e-04    0.321 0.748367    
## PC672        2.007e-04  2.279e-04    0.881 0.379271    
## PC673        1.359e-04  2.344e-04    0.580 0.562428    
## PC674        2.855e-04  2.318e-04    1.231 0.219104    
## PC675        1.645e-04  2.424e-04    0.678 0.498020    
## PC676       -5.353e-05  2.364e-04   -0.226 0.821037    
## PC677       -4.876e-07  2.287e-04   -0.002 0.998300    
## PC678       -5.281e-04  2.292e-04   -2.304 0.021917 *  
## PC679        2.613e-04  2.287e-04    1.142 0.254233    
## PC680        2.008e-04  2.278e-04    0.882 0.378588    
## PC681       -9.971e-05  2.222e-04   -0.449 0.653916    
## PC682       -8.534e-05  2.133e-04   -0.400 0.689318    
## PC683        1.758e-04  2.492e-04    0.705 0.481050    
## PC684        1.309e-04  2.235e-04    0.586 0.558477    
## PC685        1.473e-04  2.324e-04    0.634 0.526838    
## PC686       -3.706e-04  2.245e-04   -1.651 0.099855 .  
## PC687       -5.716e-04  2.470e-04   -2.314 0.021346 *  
## PC688       -8.176e-05  2.550e-04   -0.321 0.748716    
## PC689        2.573e-04  2.272e-04    1.132 0.258361    
## PC690        1.167e-05  2.518e-04    0.046 0.963084    
## PC691       -6.904e-05  2.270e-04   -0.304 0.761226    
## PC692        2.607e-04  2.176e-04    1.198 0.231745    
## PC693        2.917e-04  2.235e-04    1.306 0.192692    
## PC694       -3.556e-04  2.308e-04   -1.541 0.124425    
## PC695       -6.825e-04  2.426e-04   -2.813 0.005224 ** 
## PC696       -2.630e-04  2.296e-04   -1.145 0.252985    
## PC697        7.378e-04  2.364e-04    3.121 0.001973 ** 
## PC698        8.066e-05  2.463e-04    0.327 0.743516    
## PC699        4.745e-04  2.171e-04    2.186 0.029610 *  
## PC700       -1.199e-04  2.312e-04   -0.519 0.604280    
## PC701       -3.390e-04  2.261e-04   -1.499 0.134862    
## PC702        1.430e-04  2.371e-04    0.603 0.546988    
## PC703       -3.151e-04  2.295e-04   -1.373 0.170754    
## PC704       -3.590e-04  2.371e-04   -1.514 0.131085    
## PC705        2.678e-05  2.244e-04    0.119 0.905052    
## PC706        6.577e-05  2.606e-04    0.252 0.800927    
## PC707       -6.428e-05  2.523e-04   -0.255 0.799087    
## PC708       -1.438e-04  2.235e-04   -0.644 0.520344    
## PC709       -4.448e-04  2.403e-04   -1.851 0.065178 .  
## PC710        7.432e-05  2.315e-04    0.321 0.748445    
## PC711        5.683e-05  2.459e-04    0.231 0.817352    
## PC712       -2.463e-04  2.405e-04   -1.024 0.306472    
## PC713       -8.896e-05  2.365e-04   -0.376 0.707049    
## PC714       -5.568e-04  2.208e-04   -2.522 0.012198 *  
## PC715        3.286e-04  2.318e-04    1.418 0.157258    
## PC716       -2.804e-04  2.329e-04   -1.204 0.229473    
## PC717       -1.331e-04  2.321e-04   -0.573 0.566889    
## PC718        8.389e-05  2.302e-04    0.364 0.715816    
## PC719       -1.797e-04  2.353e-04   -0.764 0.445486    
## PC720       -4.277e-04  2.383e-04   -1.795 0.073730 .  
## PC721        9.663e-05  2.342e-04    0.413 0.680175    
## PC722       -2.647e-04  2.637e-04   -1.004 0.316300    
## PC723        1.965e-04  2.361e-04    0.832 0.405835    
## PC724        2.641e-04  2.338e-04    1.129 0.259618    
## PC725        3.217e-04  2.263e-04    1.422 0.156158    
## PC726       -5.575e-04  2.467e-04   -2.260 0.024545 *  
## PC727       -5.840e-05  2.342e-04   -0.249 0.803216    
## PC728       -4.651e-04  2.357e-04   -1.973 0.049399 *  
## PC729       -1.538e-04  2.327e-04   -0.661 0.509119    
## PC730       -2.096e-04  2.411e-04   -0.869 0.385349    
## PC731        1.238e-04  2.462e-04    0.503 0.615459    
## PC732       -3.173e-04  2.110e-04   -1.503 0.133798    
## PC733        5.917e-04  2.323e-04    2.547 0.011374 *  
## PC734       -4.251e-04  2.370e-04   -1.794 0.073828 .  
## PC735       -2.366e-04  2.322e-04   -1.019 0.309031    
## PC736       -1.601e-04  2.342e-04   -0.683 0.494832    
## PC737        7.538e-04  2.351e-04    3.207 0.001486 ** 
## PC738        5.037e-04  2.364e-04    2.131 0.033921 *  
## PC739        1.969e-04  2.529e-04    0.779 0.436818    
## PC740        4.442e-04  2.369e-04    1.875 0.061689 .  
## PC741       -4.947e-04  2.317e-04   -2.135 0.033591 *  
## PC742        9.347e-05  2.348e-04    0.398 0.690847    
## PC743       -8.562e-05  2.322e-04   -0.369 0.712521    
## PC744       -1.676e-04  2.340e-04   -0.716 0.474307    
## PC745       -1.581e-04  2.301e-04   -0.687 0.492554    
## PC746       -1.502e-04  2.388e-04   -0.629 0.529654    
## PC747        5.492e-05  2.552e-04    0.215 0.829767    
## PC748       -7.943e-05  2.332e-04   -0.341 0.733631    
## PC749        1.797e-04  2.424e-04    0.741 0.458982    
## PC750        4.961e-05  2.289e-04    0.217 0.828608    
## PC751        6.220e-04  2.328e-04    2.672 0.007944 ** 
## PC752        2.402e-04  2.288e-04    1.050 0.294629    
## PC753       -2.946e-04  2.470e-04   -1.193 0.233830    
## PC754       -1.607e-04  2.327e-04   -0.690 0.490467    
## PC755        3.113e-04  2.400e-04    1.297 0.195553    
## PC756       -4.005e-06  2.512e-04   -0.016 0.987288    
## PC757       -3.913e-05  2.386e-04   -0.164 0.869848    
## PC758       -5.860e-05  2.342e-04   -0.250 0.802576    
## PC759       -5.137e-04  2.324e-04   -2.210 0.027864 *  
## PC760       -5.992e-05  2.152e-04   -0.278 0.780854    
## PC761       -2.231e-04  2.447e-04   -0.912 0.362659    
## PC762       -5.190e-04  2.258e-04   -2.298 0.022215 *  
## PC763       -4.551e-04  2.359e-04   -1.929 0.054619 .  
## PC764       -2.327e-04  2.339e-04   -0.995 0.320537    
## PC765        4.077e-05  2.211e-04    0.184 0.853841    
## PC766        4.795e-04  2.211e-04    2.168 0.030910 *  
## PC767        2.637e-04  2.310e-04    1.142 0.254420    
## PC768       -4.645e-05  2.538e-04   -0.183 0.854914    
## PC769        8.765e-05  2.320e-04    0.378 0.705896    
## PC770        7.178e-04  2.261e-04    3.175 0.001652 ** 
## PC771        4.458e-05  2.506e-04    0.178 0.858941    
## PC772       -3.754e-04  2.249e-04   -1.669 0.096157 .  
## PC773        6.457e-05  2.256e-04    0.286 0.774955    
## PC774        3.914e-04  2.319e-04    1.688 0.092499 .  
## PC775       -3.167e-04  2.278e-04   -1.391 0.165384    
## PC776       -5.416e-05  2.276e-04   -0.238 0.812050    
## PC777        4.809e-04  2.350e-04    2.047 0.041560 *  
## PC778       -4.868e-04  2.471e-04   -1.970 0.049700 *  
## PC779       -9.062e-05  2.346e-04   -0.386 0.699519    
## PC780        1.782e-04  2.344e-04    0.760 0.447735    
## PC781        2.942e-04  2.359e-04    1.247 0.213347    
## PC782        2.873e-04  2.320e-04    1.239 0.216449    
## PC783        1.200e-04  2.329e-04    0.515 0.606675    
## PC784       -2.958e-04  2.356e-04   -1.255 0.210303    
## PC785        2.175e-04  2.341e-04    0.929 0.353532    
## PC786        2.011e-04  2.340e-04    0.859 0.390959    
## PC787       -7.210e-05  2.343e-04   -0.308 0.758483    
## PC788        3.850e-04  2.225e-04    1.731 0.084538 .  
## PC789       -6.388e-04  2.292e-04   -2.788 0.005643 ** 
## PC790        1.203e-04  2.545e-04    0.473 0.636849    
## PC791       -5.358e-04  2.502e-04   -2.141 0.033035 *  
## PC792        3.979e-04  2.379e-04    1.672 0.095464 .  
## PC793       -1.969e-06  2.486e-04   -0.008 0.993685    
## PC794        1.617e-04  2.291e-04    0.706 0.481034    
## PC795       -2.138e-04  2.253e-04   -0.949 0.343395    
## PC796       -3.484e-04  2.486e-04   -1.402 0.162076    
## PC797       -5.696e-04  2.481e-04   -2.296 0.022357 *  
## PC798       -2.062e-05  2.302e-04   -0.090 0.928691    
## PC799        4.699e-04  2.414e-04    1.947 0.052488 .  
## PC800       -1.844e-04  2.276e-04   -0.810 0.418428    
## PC801        2.026e-04  2.538e-04    0.798 0.425352    
## PC802        5.032e-04  2.251e-04    2.235 0.026124 *  
## PC803       -2.174e-04  2.375e-04   -0.916 0.360640    
## PC804        3.825e-04  2.270e-04    1.685 0.093077 .  
## PC805       -2.464e-04  2.407e-04   -1.024 0.306717    
## PC806        2.808e-04  2.468e-04    1.138 0.256111    
## PC807       -1.054e-04  2.351e-04   -0.448 0.654201    
## PC808        3.444e-04  2.337e-04    1.474 0.141553    
## PC809       -3.084e-04  2.275e-04   -1.356 0.176116    
## PC810       -2.744e-04  2.337e-04   -1.174 0.241295    
## PC811       -2.433e-04  2.365e-04   -1.029 0.304376    
## PC812       -4.075e-04  2.328e-04   -1.750 0.081046 .  
## PC813       -2.298e-06  2.284e-04   -0.010 0.991979    
## PC814       -2.979e-04  2.261e-04   -1.318 0.188520    
## PC815        3.282e-04  2.137e-04    1.536 0.125661    
## PC816       -2.177e-05  2.226e-04   -0.098 0.922148    
## PC817        5.043e-05  2.428e-04    0.208 0.835616    
## PC818       -8.341e-04  2.217e-04   -3.763 0.000202 ***
## PC819       -2.096e-04  2.170e-04   -0.966 0.335027    
## PC820        5.283e-05  2.360e-04    0.224 0.823051    
## PC821        3.147e-04  2.315e-04    1.360 0.174969    
## PC822       -2.039e-04  2.270e-04   -0.898 0.369779    
## PC823       -4.850e-04  2.307e-04   -2.102 0.036359 *  
## PC824        5.009e-04  2.435e-04    2.057 0.040530 *  
## PC825       -3.137e-05  2.203e-04   -0.142 0.886842    
## PC826       -6.325e-05  2.238e-04   -0.283 0.777655    
## PC827       -2.094e-05  2.480e-04   -0.084 0.932782    
## PC828       -1.251e-04  2.411e-04   -0.519 0.604203    
## PC829       -3.805e-04  2.281e-04   -1.668 0.096332 .  
## PC830        4.824e-04  2.276e-04    2.120 0.034845 *  
## PC831       -2.946e-04  2.412e-04   -1.221 0.222867    
## PC832        1.445e-04  2.383e-04    0.607 0.544583    
## PC833       -1.398e-04  2.343e-04   -0.596 0.551350    
## PC834        3.630e-05  2.433e-04    0.149 0.881493    
## PC835       -3.780e-04  2.486e-04   -1.521 0.129324    
## PC836       -1.108e-04  2.438e-04   -0.455 0.649708    
## PC837        3.242e-04  2.392e-04    1.356 0.176265    
## PC838       -1.399e-04  2.347e-04   -0.596 0.551632    
## PC839        8.946e-05  2.343e-04    0.382 0.702852    
## PC840        2.097e-04  2.382e-04    0.880 0.379529    
## PC841       -5.603e-04  2.306e-04   -2.430 0.015685 *  
## PC842        1.341e-04  2.133e-04    0.628 0.530173    
## PC843       -8.703e-06  2.608e-04   -0.033 0.973397    
## PC844       -6.016e-05  2.402e-04   -0.250 0.802392    
## PC845       -2.847e-04  2.557e-04   -1.113 0.266423    
## PC846       -1.267e-04  2.608e-04   -0.486 0.627475    
## PC847        5.510e-04  2.276e-04    2.422 0.016043 *  
## PC848        9.075e-05  2.467e-04    0.368 0.713261    
## PC849        6.368e-04  2.281e-04    2.792 0.005578 ** 
## PC850        3.988e-04  2.389e-04    1.669 0.096155 .  
## PC851        2.935e-04  2.393e-04    1.226 0.220969    
## PC852        3.445e-04  2.426e-04    1.420 0.156595    
## PC853       -3.346e-04  2.369e-04   -1.412 0.158869    
## PC854       -8.573e-05  2.180e-04   -0.393 0.694342    
## PC855        4.356e-05  2.405e-04    0.181 0.856406    
## PC856       -2.359e-04  2.380e-04   -0.991 0.322376    
## PC857        5.147e-04  2.357e-04    2.184 0.029738 *  
## PC858        2.506e-04  2.173e-04    1.153 0.249706    
## PC859       -2.881e-04  2.506e-04   -1.150 0.251089    
## PC860        1.011e-04  2.531e-04    0.399 0.689958    
## PC861        1.789e-04  2.281e-04    0.784 0.433606    
## PC862        3.204e-04  2.263e-04    1.416 0.157917    
## PC863        5.939e-05  2.154e-04    0.276 0.782922    
## PC864        4.251e-04  2.425e-04    1.753 0.080601 .  
## PC865        3.613e-04  2.415e-04    1.496 0.135614    
## PC866        8.705e-05  2.359e-04    0.369 0.712363    
## PC867        2.367e-04  2.157e-04    1.098 0.273284    
## PC868        2.442e-04  2.334e-04    1.046 0.296262    
## PC869       -9.368e-05  2.387e-04   -0.393 0.694957    
## PC870        2.447e-04  2.398e-04    1.020 0.308380    
## PC871       -5.476e-05  2.389e-04   -0.229 0.818855    
## PC872       -2.350e-05  2.398e-04   -0.098 0.922011    
## PC873        3.120e-04  2.386e-04    1.308 0.191965    
## PC874       -1.575e-04  2.344e-04   -0.672 0.502134    
## PC875        4.514e-04  2.402e-04    1.879 0.061205 .  
## PC876        4.725e-04  2.283e-04    2.070 0.039307 *  
## PC877        6.753e-05  2.126e-04    0.318 0.750920    
## PC878       -1.745e-04  2.355e-04   -0.741 0.459389    
## PC879       -5.595e-04  2.372e-04   -2.359 0.018973 *  
## PC880       -2.906e-04  2.328e-04   -1.248 0.212897    
## PC881        4.355e-04  2.451e-04    1.777 0.076584 .  
## PC882        9.325e-05  2.425e-04    0.385 0.700872    
## PC883        2.436e-04  2.447e-04    0.995 0.320359    
## PC884       -2.208e-04  2.409e-04   -0.917 0.360087    
## PC885        2.763e-04  2.532e-04    1.091 0.276173    
## PC886        6.889e-04  2.204e-04    3.126 0.001941 ** 
## PC887        3.700e-05  2.407e-04    0.154 0.877943    
## PC888       -1.765e-04  2.416e-04   -0.731 0.465575    
## PC889       -3.148e-05  2.403e-04   -0.131 0.895870    
## PC890       -1.506e-04  2.468e-04   -0.610 0.542078    
## PC891        5.092e-04  2.438e-04    2.089 0.037541 *  
## PC892       -2.722e-04  2.458e-04   -1.108 0.268933    
## PC893       -3.499e-04  2.183e-04   -1.603 0.109964    
## PC894       -2.452e-04  2.451e-04   -1.000 0.317987    
## PC895        1.880e-04  2.449e-04    0.768 0.443318    
## PC896        2.881e-04  2.444e-04    1.179 0.239408    
## PC897        2.372e-04  2.379e-04    0.997 0.319422    
## PC898       -2.077e-05  2.338e-04   -0.089 0.929288    
## PC899       -8.064e-05  2.279e-04   -0.354 0.723718    
## PC900        8.227e-05  2.303e-04    0.357 0.721140    
## PC901        1.017e-04  2.266e-04    0.449 0.653747    
## PC902        4.595e-06  2.297e-04    0.020 0.984053    
## PC903        1.765e-04  2.494e-04    0.708 0.479714    
## PC904       -4.397e-04  2.280e-04   -1.929 0.054727 .  
## PC905        1.404e-04  2.389e-04    0.588 0.557242    
## PC906       -1.186e-04  2.469e-04   -0.480 0.631266    
## PC907        2.501e-04  2.374e-04    1.053 0.293020    
## PC908       -2.268e-04  2.418e-04   -0.938 0.348862    
## PC909       -5.157e-04  2.458e-04   -2.098 0.036744 *  
## PC910        4.421e-04  2.499e-04    1.769 0.077893 .  
## PC911        2.330e-04  2.343e-04    0.994 0.320823    
## PC912       -8.897e-05  2.280e-04   -0.390 0.696639    
## PC913       -3.300e-04  2.358e-04   -1.399 0.162704    
## PC914        1.880e-04  2.463e-04    0.763 0.445898    
## PC915        6.654e-05  2.191e-04    0.304 0.761566    
## PC916       -2.049e-05  2.491e-04   -0.082 0.934496    
## PC917        1.113e-04  2.419e-04    0.460 0.645807    
## PC918        6.373e-04  2.120e-04    3.006 0.002865 ** 
## PC919       -1.875e-04  2.324e-04   -0.807 0.420263    
## PC920        5.264e-05  2.379e-04    0.221 0.825050    
## PC921        1.900e-05  2.293e-04    0.083 0.934017    
## PC922       -2.184e-04  2.618e-04   -0.834 0.404664    
## PC923        8.068e-04  2.445e-04    3.300 0.001083 ** 
## PC924       -2.796e-04  2.489e-04   -1.124 0.262109    
## PC925        2.387e-04  2.367e-04    1.008 0.314096    
## PC926       -3.575e-04  2.427e-04   -1.473 0.141790    
## PC927       -2.187e-04  2.248e-04   -0.973 0.331531    
## PC928       -3.024e-04  2.263e-04   -1.337 0.182352    
## PC929       -4.366e-04  2.249e-04   -1.941 0.053159 .  
## PC930       -3.362e-04  2.496e-04   -1.347 0.179009    
## PC931       -4.798e-04  2.257e-04   -2.126 0.034325 *  
## PC932       -2.754e-05  2.293e-04   -0.120 0.904478    
## PC933       -2.686e-04  2.309e-04   -1.163 0.245718    
## PC934        3.669e-04  2.394e-04    1.533 0.126321    
## PC935       -4.164e-04  2.280e-04   -1.826 0.068810 .  
## PC936        1.995e-05  2.329e-04    0.086 0.931798    
## PC937       -8.703e-05  2.338e-04   -0.372 0.709968    
## PC938       -2.881e-06  2.434e-04   -0.012 0.990564    
## PC939       -5.987e-04  2.229e-04   -2.686 0.007626 ** 
## PC940       -2.451e-04  2.469e-04   -0.993 0.321574    
## PC941       -9.508e-05  2.470e-04   -0.385 0.700586    
## PC942       -7.316e-04  2.317e-04   -3.158 0.001748 ** 
## PC943       -2.474e-05  2.316e-04   -0.107 0.915002    
## PC944       -1.539e-04  2.383e-04   -0.646 0.518996    
## PC945       -2.323e-04  2.286e-04   -1.016 0.310276    
## PC946        3.498e-04  2.307e-04    1.516 0.130529    
## PC947       -9.410e-04  2.359e-04   -3.989 8.33e-05 ***
## PC948        1.747e-05  2.303e-04    0.076 0.939567    
## PC949        2.360e-05  2.330e-04    0.101 0.919404    
## PC950       -5.621e-05  2.301e-04   -0.244 0.807156    
## PC951        1.251e-04  2.546e-04    0.491 0.623504    
## PC952       -1.078e-04  2.415e-04   -0.446 0.655609    
## PC953        3.391e-05  2.431e-04    0.139 0.889168    
## PC954       -4.349e-04  2.281e-04   -1.907 0.057461 .  
## PC955        2.618e-04  2.336e-04    1.121 0.263239    
## PC956       -4.336e-05  2.370e-04   -0.183 0.854934    
## PC957        2.217e-04  2.265e-04    0.979 0.328514    
## PC958       -2.446e-04  2.538e-04   -0.964 0.335939    
## PC959        3.931e-04  2.325e-04    1.691 0.091862 .  
## PC960        3.675e-04  2.495e-04    1.473 0.141734    
## PC961        2.493e-05  2.288e-04    0.109 0.913303    
## PC962       -8.421e-05  2.359e-04   -0.357 0.721356    
## PC963        1.819e-04  2.464e-04    0.738 0.460993    
## PC964        6.085e-05  2.478e-04    0.246 0.806154    
## PC965        4.382e-04  2.229e-04    1.966 0.050158 .  
## PC966       -2.538e-04  2.292e-04   -1.107 0.269006    
## PC967       -4.781e-05  2.420e-04   -0.198 0.843474    
## PC968       -4.627e-04  2.345e-04   -1.973 0.049410 *  
## PC969       -2.411e-04  2.280e-04   -1.057 0.291249    
## PC970        4.082e-04  2.372e-04    1.721 0.086240 .  
## PC971        2.044e-04  2.539e-04    0.805 0.421448    
## PC972       -9.179e-05  2.228e-04   -0.412 0.680698    
## PC973        5.971e-05  2.406e-04    0.248 0.804185    
## PC974        3.094e-04  2.309e-04    1.340 0.181281    
## PC975        3.930e-05  2.377e-04    0.165 0.868785    
## PC976       -2.916e-05  2.402e-04   -0.121 0.903434    
## PC977        2.191e-05  2.303e-04    0.095 0.924260    
## PC978        2.401e-04  2.524e-04    0.951 0.342335    
## PC979       -8.336e-05  2.536e-04   -0.329 0.742629    
## PC980        9.392e-04  2.331e-04    4.028 7.10e-05 ***
## PC981        1.719e-04  2.386e-04    0.720 0.471804    
## PC982        4.890e-05  2.380e-04    0.205 0.837369    
## PC983        8.541e-05  2.128e-04    0.401 0.688374    
## PC984        1.865e-04  2.382e-04    0.783 0.434293    
## PC985       -3.623e-04  2.389e-04   -1.516 0.130517    
## PC986       -2.602e-04  2.241e-04   -1.161 0.246415    
## PC987        2.373e-04  2.481e-04    0.956 0.339729    
## PC988       -3.478e-04  2.426e-04   -1.434 0.152636    
## PC989        9.525e-05  2.451e-04    0.389 0.697779    
## PC990        1.573e-04  2.350e-04    0.669 0.503867    
## PC991        1.431e-04  2.387e-04    0.599 0.549320    
## PC992        1.331e-04  2.508e-04    0.531 0.595946    
## PC993        2.275e-04  2.398e-04    0.949 0.343504    
## PC994        3.675e-04  2.371e-04    1.550 0.122158    
## PC995       -1.464e-04  2.354e-04   -0.622 0.534346    
## PC996        1.824e-04  2.393e-04    0.762 0.446524    
## PC997        1.797e-04  2.560e-04    0.702 0.483231    
## PC998       -2.453e-04  2.290e-04   -1.071 0.284861    
## PC999       -5.184e-04  2.396e-04   -2.163 0.031286 *  
## PC1000       3.076e-05  2.331e-04    0.132 0.895118    
## PC1001      -1.416e-04  2.336e-04   -0.606 0.544817    
## PC1002      -1.011e-03  2.330e-04   -4.337 1.97e-05 ***
## PC1003       4.077e-05  2.497e-04    0.163 0.870438    
## PC1004      -1.949e-04  2.705e-04   -0.720 0.471794    
## PC1005      -6.336e-04  2.607e-04   -2.431 0.015651 *  
## PC1006       7.491e-05  2.394e-04    0.313 0.754596    
## PC1007      -1.251e-04  2.327e-04   -0.538 0.591094    
## PC1008       1.156e-04  2.335e-04    0.495 0.621087    
## PC1009      -3.759e-04  2.341e-04   -1.606 0.109416    
## PC1010       2.539e-04  2.486e-04    1.021 0.307953    
## PC1011      -2.477e-04  2.395e-04   -1.034 0.301729    
## PC1012       7.723e-05  2.328e-04    0.332 0.740304    
## PC1013      -2.484e-04  2.291e-04   -1.084 0.279011    
## PC1014      -2.610e-04  2.406e-04   -1.085 0.278864    
## PC1015      -1.523e-04  2.377e-04   -0.641 0.522036    
## PC1016      -7.252e-04  2.250e-04   -3.223 0.001406 ** 
## PC1017       3.327e-04  2.390e-04    1.392 0.164956    
## PC1018       4.602e-04  2.497e-04    1.843 0.066272 .  
## PC1019      -1.934e-06  2.307e-04   -0.008 0.993316    
## PC1020      -5.208e-04  2.291e-04   -2.273 0.023738 *  
## PC1021      -1.034e-04  2.446e-04   -0.423 0.672621    
## PC1022      -3.116e-04  2.309e-04   -1.350 0.178125    
## PC1023      -6.262e-05  2.378e-04   -0.263 0.792509    
## PC1024       6.335e-05  2.460e-04    0.258 0.796942    
## PC1025      -4.223e-04  2.341e-04   -1.804 0.072187 .  
## PC1026       2.173e-04  2.221e-04    0.978 0.328706    
## PC1027       7.410e-04  2.331e-04    3.179 0.001631 ** 
## PC1028      -1.384e-04  2.320e-04   -0.597 0.551256    
## PC1029      -3.725e-04  2.394e-04   -1.556 0.120698    
## PC1030       4.892e-04  2.363e-04    2.070 0.039293 *  
## PC1031      -2.752e-04  2.398e-04   -1.148 0.251906    
## PC1032      -2.976e-04  2.582e-04   -1.152 0.250061    
## PC1033      -8.914e-05  2.356e-04   -0.378 0.705476    
## PC1034      -4.021e-05  2.364e-04   -0.170 0.865038    
## PC1035      -1.951e-04  2.437e-04   -0.801 0.423954    
## PC1036       5.677e-04  2.336e-04    2.431 0.015654 *  
## PC1037       8.399e-05  2.466e-04    0.341 0.733637    
## PC1038      -3.994e-04  2.373e-04   -1.683 0.093336 .  
## PC1039       3.428e-04  2.433e-04    1.409 0.159794    
## PC1040      -4.247e-04  2.424e-04   -1.752 0.080766 .  
## PC1041      -5.991e-04  2.496e-04   -2.400 0.016981 *  
## PC1042      -4.201e-04  2.417e-04   -1.738 0.083184 .  
## PC1043       5.797e-04  2.348e-04    2.469 0.014110 *  
## PC1044      -5.490e-04  2.217e-04   -2.477 0.013793 *  
## PC1045      -3.583e-04  2.457e-04   -1.458 0.145796    
## PC1046       5.631e-04  2.526e-04    2.229 0.026544 *  
## PC1047      -5.466e-05  2.366e-04   -0.231 0.817467    
## PC1048      -1.522e-04  2.245e-04   -0.678 0.498502    
## PC1049       1.737e-04  2.458e-04    0.707 0.480219    
## PC1050       8.300e-05  2.425e-04    0.342 0.732433    
## PC1051      -8.669e-04  2.448e-04   -3.541 0.000461 ***
## PC1052       2.716e-04  2.405e-04    1.130 0.259564    
## PC1053       1.105e-04  2.399e-04    0.461 0.645254    
## PC1054      -2.870e-06  2.214e-04   -0.013 0.989666    
## PC1055       3.066e-04  2.460e-04    1.246 0.213627    
## PC1056      -1.044e-04  2.483e-04   -0.420 0.674481    
## PC1057       6.171e-04  2.355e-04    2.621 0.009215 ** 
## PC1058       3.408e-04  2.324e-04    1.467 0.143461    
## PC1059      -1.275e-04  2.613e-04   -0.488 0.625906    
## PC1060      -9.090e-05  2.252e-04   -0.404 0.686740    
## PC1061      -1.006e-04  2.194e-04   -0.459 0.646868    
## PC1062       2.387e-04  2.459e-04    0.971 0.332498    
## PC1063      -1.763e-04  2.421e-04   -0.728 0.466945    
## PC1064       1.386e-04  2.403e-04    0.577 0.564500    
## PC1065       1.180e-04  2.307e-04    0.511 0.609387    
## PC1066       2.944e-04  2.613e-04    1.127 0.260642    
## PC1067      -7.239e-05  2.485e-04   -0.291 0.771021    
## PC1068       5.720e-05  2.305e-04    0.248 0.804156    
## PC1069      -3.539e-04  2.405e-04   -1.472 0.142084    
## PC1070       5.576e-04  2.354e-04    2.369 0.018463 *  
## PC1071       5.565e-04  2.368e-04    2.350 0.019426 *  
## PC1072      -4.128e-04  2.380e-04   -1.734 0.083894 .  
## PC1073       6.119e-04  2.519e-04    2.429 0.015726 *  
## PC1074       2.144e-04  2.272e-04    0.943 0.346300    
## PC1075       3.730e-04  2.362e-04    1.579 0.115288    
## PC1076       4.571e-04  2.252e-04    2.030 0.043281 *  
## PC1077      -3.891e-04  2.270e-04   -1.714 0.087608 .  
## PC1078       6.894e-05  2.332e-04    0.296 0.767722    
## PC1079       4.132e-04  2.434e-04    1.697 0.090643 .  
## PC1080      -1.241e-04  2.439e-04   -0.509 0.611323    
## PC1081       2.212e-04  2.574e-04    0.859 0.390810    
## PC1082       3.299e-04  2.577e-04    1.280 0.201428    
## PC1083       5.981e-06  2.375e-04    0.025 0.979927    
## PC1084      -7.929e-05  2.453e-04   -0.323 0.746744    
## PC1085      -2.396e-04  2.461e-04   -0.974 0.330933    
## PC1086      -3.339e-04  2.332e-04   -1.432 0.153252    
## PC1087       1.374e-04  2.361e-04    0.582 0.561148    
## PC1088       9.452e-05  2.380e-04    0.397 0.691597    
## PC1089      -8.241e-05  2.367e-04   -0.348 0.728008    
## PC1090       1.244e-04  2.368e-04    0.526 0.599604    
## PC1091      -4.548e-04  2.433e-04   -1.869 0.062538 .  
## PC1092      -3.416e-06  2.443e-04   -0.014 0.988855    
## PC1093      -2.770e-05  2.398e-04   -0.116 0.908103    
## PC1094       3.674e-04  2.297e-04    1.600 0.110721    
## PC1095      -3.009e-04  2.448e-04   -1.229 0.220088    
## PC1096       3.410e-04  2.421e-04    1.409 0.159968    
## PC1097      -3.835e-05  2.470e-04   -0.155 0.876735    
## PC1098       4.949e-05  2.644e-04    0.187 0.851629    
## PC1099       1.917e-04  2.487e-04    0.771 0.441413    
## PC1100       4.784e-04  2.560e-04    1.869 0.062579 .  
## PC1101      -4.437e-05  2.507e-04   -0.177 0.859665    
## PC1102       1.884e-04  2.412e-04    0.781 0.435223    
## PC1103      -1.354e-05  2.368e-04   -0.057 0.954456    
## PC1104       5.621e-05  2.317e-04    0.243 0.808471    
## PC1105       4.198e-04  2.381e-04    1.763 0.078950 .  
## PC1106      -1.047e-04  2.378e-04   -0.441 0.659843    
## PC1107       1.499e-04  2.345e-04    0.639 0.523174    
## PC1108      -1.845e-04  2.499e-04   -0.738 0.460892    
## PC1109       1.638e-04  2.364e-04    0.693 0.488856    
## PC1110      -1.270e-05  2.483e-04   -0.051 0.959247    
## PC1111       1.555e-04  2.318e-04    0.671 0.502725    
## PC1112      -1.724e-04  2.666e-04   -0.647 0.518374    
## PC1113      -5.861e-04  2.468e-04   -2.374 0.018201 *  
## PC1114      -1.163e-04  2.581e-04   -0.450 0.652774    
## PC1115      -2.829e-05  2.320e-04   -0.122 0.903034    
## PC1116      -5.580e-04  2.336e-04   -2.389 0.017525 *  
## PC1117       5.466e-04  2.318e-04    2.358 0.019017 *  
## PC1118      -4.718e-04  2.583e-04   -1.826 0.068798 .  
## PC1119      -2.091e-04  2.505e-04   -0.835 0.404497    
## PC1120      -2.857e-04  2.489e-04   -1.148 0.251988    
## PC1121       4.499e-04  2.468e-04    1.823 0.069270 .  
## PC1122       7.057e-05  2.253e-04    0.313 0.754363    
## PC1123       1.827e-04  2.396e-04    0.762 0.446387    
## PC1124       2.719e-04  2.272e-04    1.197 0.232407    
## PC1125      -1.078e-04  2.376e-04   -0.454 0.650450    
## PC1126       5.429e-04  2.576e-04    2.108 0.035881 *  
## PC1127       4.597e-05  2.527e-04    0.182 0.855780    
## PC1128      -3.362e-05  2.323e-04   -0.145 0.885038    
## PC1129      -1.454e-04  2.452e-04   -0.593 0.553667    
## PC1130      -2.497e-04  2.482e-04   -1.006 0.315252    
## PC1131       7.544e-04  2.353e-04    3.206 0.001487 ** 
## PC1132       1.019e-04  2.488e-04    0.410 0.682420    
## PC1133      -3.407e-05  2.349e-04   -0.145 0.884748    
## PC1134       1.204e-04  2.410e-04    0.499 0.617810    
## PC1135       2.122e-04  2.312e-04    0.918 0.359451    
## PC1136      -6.113e-04  2.474e-04   -2.471 0.014019 *  
## PC1137       1.177e-05  2.365e-04    0.050 0.960323    
## PC1138       1.375e-04  2.413e-04    0.570 0.569158    
## PC1139      -2.593e-05  2.536e-04   -0.102 0.918631    
## PC1140       2.007e-04  2.222e-04    0.903 0.367134    
## PC1141       3.679e-05  2.290e-04    0.161 0.872465    
## PC1142       6.831e-05  2.381e-04    0.287 0.774356    
## PC1143      -1.760e-04  2.464e-04   -0.714 0.475683    
## PC1144      -3.294e-04  2.426e-04   -1.358 0.175530    
## PC1145      -3.366e-05  2.258e-04   -0.149 0.881581    
## PC1146      -2.107e-04  2.418e-04   -0.871 0.384240    
## PC1147       3.297e-04  2.305e-04    1.430 0.153745    
## PC1148      -1.299e-04  2.403e-04   -0.540 0.589330    
## PC1149       4.267e-05  2.357e-04    0.181 0.856480    
## PC1150       1.421e-04  2.514e-04    0.565 0.572286    
## PC1151       5.558e-04  2.435e-04    2.282 0.023157 *  
## PC1152       5.858e-04  2.327e-04    2.517 0.012353 *  
## PC1153      -7.001e-04  2.460e-04   -2.846 0.004736 ** 
## PC1154      -1.197e-04  2.362e-04   -0.507 0.612623    
## PC1155       3.624e-04  2.449e-04    1.480 0.139941    
## PC1156       1.618e-04  2.374e-04    0.682 0.496054    
## PC1157      -9.427e-05  2.466e-04   -0.382 0.702543    
## PC1158       2.071e-05  2.406e-04    0.086 0.931436    
## PC1159      -1.017e-04  2.337e-04   -0.435 0.663580    
## PC1160      -5.733e-04  2.446e-04   -2.343 0.019752 *  
## PC1161      -2.726e-04  2.431e-04   -1.122 0.262885    
## PC1162       5.011e-05  2.427e-04    0.206 0.836604    
## PC1163       9.683e-04  2.493e-04    3.884 0.000126 ***
## PC1164       3.597e-04  2.388e-04    1.507 0.132980    
## PC1165       3.237e-05  2.506e-04    0.129 0.897319    
## PC1166       5.635e-04  2.550e-04    2.210 0.027875 *  
## PC1167      -7.216e-05  2.421e-04   -0.298 0.765891    
## PC1168      -1.646e-04  2.297e-04   -0.717 0.474150    
## PC1169       7.904e-05  2.428e-04    0.326 0.744969    
## PC1170      -4.631e-05  2.323e-04   -0.199 0.842102    
## PC1171      -2.464e-04  2.458e-04   -1.003 0.316874    
## PC1172      -3.641e-05  2.370e-04   -0.154 0.878005    
## PC1173      -1.942e-04  2.389e-04   -0.813 0.416914    
## PC1174      -2.491e-04  2.515e-04   -0.991 0.322714    
## PC1175       3.140e-04  2.415e-04    1.300 0.194501    
## PC1176      -8.804e-05  2.617e-04   -0.336 0.736762    
## PC1177      -9.288e-05  2.421e-04   -0.384 0.701511    
## PC1178      -3.304e-04  2.450e-04   -1.348 0.178586    
## PC1179       1.727e-04  2.408e-04    0.717 0.473898    
## PC1180      -9.831e-05  2.452e-04   -0.401 0.688685    
## PC1181       5.718e-04  2.554e-04    2.239 0.025879 *  
## PC1182      -5.642e-04  2.371e-04   -2.379 0.017967 *  
## PC1183      -2.376e-04  2.444e-04   -0.972 0.331653    
## PC1184      -1.275e-04  2.412e-04   -0.529 0.597330    
## PC1185       2.437e-05  2.614e-04    0.093 0.925773    
## PC1186       5.644e-04  2.344e-04    2.408 0.016650 *  
## PC1187       7.321e-07  2.377e-04    0.003 0.997544    
## PC1188       6.425e-04  2.510e-04    2.560 0.010954 *  
## PC1189       4.278e-06  2.347e-04    0.018 0.985474    
## PC1190      -2.034e-04  2.336e-04   -0.871 0.384563    
## PC1191      -4.447e-04  2.327e-04   -1.911 0.056967 .  
## PC1192       5.970e-06  2.319e-04    0.026 0.979474    
## PC1193       3.355e-04  2.698e-04    1.243 0.214731    
## PC1194      -2.678e-04  2.394e-04   -1.119 0.264157    
## PC1195       4.536e-05  2.436e-04    0.186 0.852419    
## PC1196      -2.530e-05  2.419e-04   -0.105 0.916782    
## PC1197      -1.277e-05  2.579e-04   -0.049 0.960556    
## PC1198       1.713e-04  2.438e-04    0.703 0.482819    
## PC1199       5.357e-04  2.419e-04    2.215 0.027500 *  
## PC1200       4.813e-04  2.712e-04    1.775 0.076981 .  
## PC1201      -3.477e-04  2.516e-04   -1.382 0.167946    
## PC1202       1.880e-04  2.522e-04    0.746 0.456480    
## PC1203      -1.210e-04  2.258e-04   -0.536 0.592404    
## PC1204      -4.854e-05  2.244e-04   -0.216 0.828897    
## PC1205       1.572e-04  2.232e-04    0.704 0.481711    
## PC1206      -6.161e-05  2.282e-04   -0.270 0.787323    
## PC1207      -4.122e-04  2.503e-04   -1.647 0.100676    
## PC1208       3.143e-04  2.449e-04    1.284 0.200218    
## PC1209       4.144e-06  2.505e-04    0.017 0.986814    
## PC1210      -1.457e-04  2.331e-04   -0.625 0.532391    
## PC1211       3.481e-04  2.448e-04    1.422 0.156066    
## PC1212       3.330e-04  2.406e-04    1.384 0.167356    
## PC1213      -1.849e-04  2.646e-04   -0.699 0.485318    
## PC1214       1.019e-03  2.631e-04    3.873 0.000132 ***
## PC1215       1.791e-04  2.641e-04    0.678 0.498131    
## PC1216      -3.960e-05  2.473e-04   -0.160 0.872858    
## PC1217      -2.247e-04  2.464e-04   -0.912 0.362528    
## PC1218       6.768e-04  2.408e-04    2.811 0.005263 ** 
## PC1219      -2.520e-04  2.323e-04   -1.085 0.278895    
## PC1220       3.132e-05  2.328e-04    0.135 0.893056    
## PC1221      -3.760e-05  2.551e-04   -0.147 0.882950    
## PC1222      -3.864e-04  2.352e-04   -1.643 0.101397    
## PC1223      -2.192e-04  2.658e-04   -0.825 0.410254    
## PC1224       2.945e-04  2.372e-04    1.242 0.215281    
## PC1225      -1.340e-06  2.415e-04   -0.006 0.995578    
## PC1226       3.429e-04  2.558e-04    1.340 0.181089    
## PC1227       3.703e-04  2.536e-04    1.460 0.145211    
## PC1228      -6.085e-04  2.461e-04   -2.473 0.013949 *  
## PC1229      -7.158e-04  2.580e-04   -2.774 0.005881 ** 
## PC1230      -8.104e-04  2.477e-04   -3.272 0.001189 ** 
## PC1231       3.075e-04  2.469e-04    1.246 0.213892    
## PC1232       3.294e-04  2.434e-04    1.353 0.176940    
## PC1233      -6.569e-04  2.576e-04   -2.550 0.011251 *  
## PC1234      -5.287e-05  2.422e-04   -0.218 0.827340    
## PC1235      -5.883e-04  2.377e-04   -2.475 0.013857 *  
## PC1236      -3.883e-04  2.437e-04   -1.594 0.112036    
## PC1237      -4.690e-04  2.678e-04   -1.751 0.080930 .  
## PC1238       3.191e-04  2.620e-04    1.218 0.224246    
## PC1239      -4.588e-05  2.497e-04   -0.184 0.854303    
## PC1240       4.821e-04  2.528e-04    1.907 0.057495 .  
## PC1241      -1.477e-04  2.333e-04   -0.633 0.527070    
## PC1242       6.249e-04  2.264e-04    2.760 0.006136 ** 
## PC1243      -1.931e-04  2.563e-04   -0.753 0.451762    
## PC1244      -2.872e-04  2.603e-04   -1.103 0.270787    
## PC1245      -1.937e-05  2.377e-04   -0.081 0.935124    
## PC1246      -2.835e-04  2.618e-04   -1.083 0.279611    
## PC1247      -2.590e-04  2.421e-04   -1.070 0.285610    
## PC1248       2.933e-04  2.629e-04    1.116 0.265399    
## PC1249       1.310e-04  2.495e-04    0.525 0.600041    
## PC1250      -1.135e-04  2.574e-04   -0.441 0.659422    
## PC1251      -5.277e-04  2.522e-04   -2.092 0.037258 *  
## PC1252       4.571e-04  2.438e-04    1.875 0.061778 .  
## PC1253      -4.597e-04  2.675e-04   -1.718 0.086730 .  
## PC1254      -1.853e-04  2.418e-04   -0.766 0.444118    
## PC1255      -1.352e-05  2.304e-04   -0.059 0.953252    
## PC1256      -1.165e-03  2.540e-04   -4.588 6.55e-06 ***
## PC1257       5.208e-04  2.574e-04    2.023 0.043924 *  
## PC1258       1.518e-04  2.316e-04    0.656 0.512619    
## PC1259       3.704e-05  2.592e-04    0.143 0.886486    
## PC1260      -3.194e-04  2.664e-04   -1.199 0.231485    
## PC1261       6.598e-05  2.399e-04    0.275 0.783467    
## PC1262      -2.863e-04  2.492e-04   -1.149 0.251550    
## PC1263       2.620e-06  2.408e-04    0.011 0.991324    
## PC1264       1.876e-04  2.297e-04    0.817 0.414833    
## PC1265       5.943e-05  2.331e-04    0.255 0.798948    
## PC1266      -3.008e-04  2.570e-04   -1.170 0.242768    
## PC1267       1.314e-04  2.553e-04    0.515 0.607001    
## PC1268      -2.115e-04  2.468e-04   -0.857 0.392233    
## PC1269      -4.185e-05  2.565e-04   -0.163 0.870532    
## PC1270       3.292e-04  2.419e-04    1.361 0.174547    
## PC1271      -2.889e-04  2.414e-04   -1.197 0.232275    
## PC1272       2.803e-04  2.316e-04    1.210 0.227111    
## PC1273      -3.568e-04  2.410e-04   -1.480 0.139793    
## PC1274      -1.566e-04  2.507e-04   -0.625 0.532710    
## PC1275      -3.634e-04  2.430e-04   -1.495 0.135905    
## PC1276       2.629e-04  2.453e-04    1.072 0.284686    
## PC1277       1.387e-04  2.393e-04    0.580 0.562626    
## PC1278       1.739e-04  2.457e-04    0.708 0.479583    
## PC1279      -6.488e-05  2.559e-04   -0.254 0.800043    
## PC1280       2.352e-04  2.402e-04    0.979 0.328386    
## PC1281      -1.192e-04  2.397e-04   -0.497 0.619283    
## PC1282      -4.645e-04  2.468e-04   -1.882 0.060817 .  
## PC1283       4.079e-04  2.531e-04    1.612 0.108083    
## PC1284       2.179e-04  2.405e-04    0.906 0.365677    
## PC1285       1.878e-04  2.426e-04    0.774 0.439405    
## PC1286       9.282e-06  2.508e-04    0.037 0.970496    
## PC1287      -2.459e-04  2.387e-04   -1.030 0.303676    
## PC1288      -3.399e-04  2.557e-04   -1.329 0.184752    
## PC1289       1.000e-03  2.549e-04    3.923 0.000108 ***
## PC1290       4.077e-04  2.339e-04    1.743 0.082325 .  
## PC1291       2.329e-04  2.501e-04    0.931 0.352502    
## PC1292      -1.177e-04  2.499e-04   -0.471 0.638067    
## PC1293       6.844e-05  2.679e-04    0.255 0.798513    
## PC1294       5.237e-05  2.313e-04    0.226 0.821029    
## PC1295      -1.989e-04  2.497e-04   -0.797 0.426197    
## PC1296      -3.666e-05  2.483e-04   -0.148 0.882720    
## PC1297      -1.885e-04  2.488e-04   -0.758 0.449136    
## PC1298       2.627e-04  2.356e-04    1.115 0.265617    
## PC1299       9.123e-05  2.554e-04    0.357 0.721216    
## PC1300      -2.456e-04  2.272e-04   -1.081 0.280483    
## PC1301       1.509e-04  2.289e-04    0.659 0.510232    
## PC1302       2.913e-05  2.500e-04    0.117 0.907322    
## PC1303       4.835e-04  2.444e-04    1.978 0.048778 *  
## PC1304      -1.852e-04  2.303e-04   -0.804 0.421923    
## PC1305      -3.766e-04  2.585e-04   -1.457 0.146147    
## PC1306      -3.169e-04  2.446e-04   -1.296 0.196035    
## PC1307      -2.661e-05  2.565e-04   -0.104 0.917454    
## PC1308      -1.952e-04  2.377e-04   -0.821 0.412215    
## PC1309       2.898e-04  2.406e-04    1.204 0.229348    
## PC1310       2.634e-04  2.411e-04    1.093 0.275438    
## PC1311       1.553e-04  2.326e-04    0.668 0.504780    
## PC1312      -1.813e-04  2.567e-04   -0.706 0.480568    
## PC1313       4.352e-04  2.505e-04    1.737 0.083383 .  
## PC1314       3.197e-04  2.639e-04    1.211 0.226659    
## PC1315      -3.823e-05  2.392e-04   -0.160 0.873111    
## PC1316       6.020e-05  2.375e-04    0.253 0.800066    
## PC1317      -1.886e-04  2.556e-04   -0.738 0.461085    
## PC1318       3.107e-04  2.382e-04    1.304 0.193095    
## PC1319      -1.375e-04  2.379e-04   -0.578 0.563648    
## PC1320      -1.335e-05  2.596e-04   -0.051 0.959004    
## PC1321       5.354e-04  2.502e-04    2.140 0.033128 *  
## PC1322       6.653e-05  2.355e-04    0.282 0.777779    
## PC1323      -8.182e-05  2.386e-04   -0.343 0.731948    
## PC1324      -1.825e-04  2.501e-04   -0.730 0.466252    
## PC1325       1.554e-05  2.439e-04    0.064 0.949258    
## PC1326       1.918e-04  2.434e-04    0.788 0.431233    
## PC1327      -2.049e-04  2.316e-04   -0.885 0.377125    
## PC1328      -4.465e-04  2.462e-04   -1.814 0.070712 .  
## PC1329      -1.051e-04  2.490e-04   -0.422 0.673343    
## PC1330      -1.536e-05  2.599e-04   -0.059 0.952912    
## PC1331      -1.683e-04  2.445e-04   -0.689 0.491645    
## PC1332      -2.065e-04  2.377e-04   -0.869 0.385623    
## PC1333      -1.741e-04  2.303e-04   -0.756 0.450085    
## PC1334      -4.336e-04  2.338e-04   -1.855 0.064619 .  
## PC1335      -2.063e-04  2.449e-04   -0.842 0.400345    
## PC1336      -7.177e-05  2.486e-04   -0.289 0.773048    
## PC1337      -2.151e-04  2.572e-04   -0.836 0.403712    
## PC1338      -3.695e-04  2.523e-04   -1.465 0.144022    
## PC1339      -4.270e-04  2.528e-04   -1.689 0.092265 .  
## PC1340       2.534e-04  2.432e-04    1.042 0.298352    
## PC1341      -6.116e-04  2.530e-04   -2.418 0.016197 *  
## PC1342      -2.016e-04  2.344e-04   -0.860 0.390384    
## PC1343      -9.060e-04  2.411e-04   -3.758 0.000205 ***
## PC1344       2.415e-04  2.458e-04    0.982 0.326743    
## PC1345      -8.962e-05  2.483e-04   -0.361 0.718420    
## PC1346       4.824e-04  2.628e-04    1.836 0.067379 .  
## PC1347       3.651e-04  2.559e-04    1.427 0.154736    
## PC1348      -6.878e-04  2.395e-04   -2.872 0.004369 ** 
## PC1349      -2.786e-04  2.512e-04   -1.109 0.268152    
## PC1350      -2.452e-05  2.589e-04   -0.095 0.924589    
## PC1351       1.281e-05  2.553e-04    0.050 0.960008    
## PC1352       3.703e-04  2.632e-04    1.407 0.160569    
## PC1353      -2.281e-04  2.467e-04   -0.925 0.355841    
## PC1354       1.002e-04  2.458e-04    0.408 0.683832    
## PC1355      -1.715e-04  2.291e-04   -0.749 0.454628    
## PC1356       1.472e-04  2.442e-04    0.603 0.547198    
## PC1357      -3.591e-05  2.537e-04   -0.142 0.887534    
## PC1358      -4.263e-04  2.667e-04   -1.598 0.111010    
## PC1359       8.223e-05  2.307e-04    0.356 0.721734    
## PC1360       6.617e-04  2.410e-04    2.745 0.006407 ** 
## PC1361       4.968e-06  2.460e-04    0.020 0.983905    
## PC1362       1.109e-04  2.448e-04    0.453 0.650939    
## PC1363      -8.850e-05  2.300e-04   -0.385 0.700698    
## PC1364       4.443e-04  2.411e-04    1.843 0.066356 .  
## PC1365      -4.294e-04  2.482e-04   -1.730 0.084724 .  
## PC1366       1.141e-04  2.534e-04    0.450 0.652857    
## PC1367      -1.202e-04  2.485e-04   -0.483 0.629119    
## PC1368      -3.654e-05  2.499e-04   -0.146 0.883852    
## PC1369       2.555e-04  2.584e-04    0.989 0.323508    
## PC1370       7.332e-05  2.521e-04    0.291 0.771381    
## PC1371      -3.296e-04  2.504e-04   -1.316 0.189010    
## PC1372      -1.586e-04  2.492e-04   -0.636 0.525094    
## PC1373       1.788e-05  2.417e-04    0.074 0.941092    
## PC1374       6.342e-04  2.520e-04    2.517 0.012351 *  
## PC1375      -3.695e-05  2.401e-04   -0.154 0.877795    
## PC1376      -1.495e-05  2.275e-04   -0.066 0.947650    
## PC1377       3.073e-04  2.532e-04    1.214 0.225865    
## PC1378       8.015e-05  2.362e-04    0.339 0.734607    
## PC1379       6.074e-04  2.402e-04    2.528 0.011967 *  
## PC1380      -2.225e-04  2.441e-04   -0.912 0.362746    
## PC1381       1.903e-04  2.511e-04    0.758 0.449204    
## PC1382      -3.771e-04  2.533e-04   -1.489 0.137550    
## PC1383      -6.818e-04  2.439e-04   -2.795 0.005522 ** 
## PC1384      -2.818e-04  2.620e-04   -1.075 0.283120    
## PC1385       5.246e-04  2.538e-04    2.066 0.039631 *  
## PC1386       1.036e-04  2.376e-04    0.436 0.663063    
## PC1387      -3.848e-04  2.505e-04   -1.536 0.125483    
## PC1388       4.788e-05  2.558e-04    0.187 0.851631    
## PC1389      -7.830e-05  2.374e-04   -0.330 0.741762    
## PC1390       4.441e-04  2.483e-04    1.789 0.074642 .  
## PC1391       2.848e-04  2.500e-04    1.139 0.255502    
## PC1392       1.140e-04  2.587e-04    0.440 0.659893    
## PC1393      -5.673e-04  2.655e-04   -2.137 0.033431 *  
## PC1394      -6.719e-05  2.582e-04   -0.260 0.794860    
## PC1395       7.983e-05  2.368e-04    0.337 0.736280    
## PC1396      -5.192e-04  2.496e-04   -2.080 0.038322 *  
## PC1397      -4.568e-04  2.597e-04   -1.759 0.079590 .  
## PC1398      -2.702e-04  2.350e-04   -1.150 0.251217    
## PC1399      -3.123e-04  2.431e-04   -1.285 0.199925    
## PC1400      -2.819e-04  2.496e-04   -1.129 0.259584    
## PC1401      -1.710e-04  2.518e-04   -0.679 0.497715    
## PC1402      -1.539e-06  2.657e-04   -0.006 0.995383    
## PC1403      -2.162e-04  2.321e-04   -0.931 0.352419    
## PC1404      -1.960e-04  2.388e-04   -0.821 0.412459    
## PC1405      -1.649e-04  2.698e-04   -0.611 0.541494    
## PC1406       1.261e-04  2.323e-04    0.543 0.587510    
## PC1407      -2.373e-04  2.361e-04   -1.005 0.315781    
## PC1408       5.632e-04  2.640e-04    2.133 0.033732 *  
## PC1409      -8.767e-04  2.474e-04   -3.543 0.000458 ***
## PC1410      -3.461e-04  2.508e-04   -1.380 0.168539    
## PC1411       1.397e-04  2.413e-04    0.579 0.563193    
## PC1412       5.943e-04  2.315e-04    2.567 0.010740 *  
## PC1413       1.505e-04  2.527e-04    0.595 0.552074    
## PC1414      -3.085e-04  2.414e-04   -1.278 0.202333    
## PC1415       2.870e-04  2.330e-04    1.231 0.219099    
## PC1416       1.805e-04  2.600e-04    0.694 0.488048    
## PC1417       1.632e-04  2.465e-04    0.662 0.508431    
## PC1418       2.333e-04  2.470e-04    0.944 0.345696    
## PC1419      -1.854e-04  2.621e-04   -0.707 0.479859    
## PC1420      -5.946e-04  2.562e-04   -2.321 0.020942 *  
## PC1421       3.638e-04  2.482e-04    1.466 0.143795    
## PC1422       3.500e-04  2.292e-04    1.527 0.127851    
## PC1423       3.744e-04  2.346e-04    1.596 0.111559    
## PC1424       1.554e-04  2.674e-04    0.581 0.561500    
## PC1425       3.965e-04  2.478e-04    1.600 0.110682    
## PC1426       1.353e-04  2.344e-04    0.577 0.564247    
## PC1427       3.528e-04  2.326e-04    1.516 0.130438    
## PC1428       6.806e-05  2.456e-04    0.277 0.781897    
## PC1429       5.222e-04  2.557e-04    2.043 0.041961 *  
## PC1430       2.981e-04  2.533e-04    1.177 0.240225    
## PC1431       4.807e-04  2.395e-04    2.008 0.045576 *  
## PC1432      -4.828e-04  2.457e-04   -1.965 0.050374 .  
## PC1433       8.157e-04  2.398e-04    3.402 0.000760 ***
## PC1434      -4.082e-04  2.430e-04   -1.680 0.094026 .  
## PC1435       5.338e-04  2.594e-04    2.058 0.040464 *  
## PC1436       2.066e-05  2.451e-04    0.084 0.932878    
## PC1437      -7.594e-04  2.490e-04   -3.050 0.002494 ** 
## PC1438      -8.695e-05  2.490e-04   -0.349 0.727163    
## PC1439      -1.117e-04  2.482e-04   -0.450 0.652871    
## PC1440       1.509e-04  2.493e-04    0.605 0.545475    
## PC1441       6.612e-06  2.476e-04    0.027 0.978717    
## PC1442       4.845e-04  2.568e-04    1.887 0.060119 .  
## PC1443       5.741e-04  2.343e-04    2.451 0.014828 *  
## PC1444       5.675e-04  2.484e-04    2.284 0.023050 *  
## PC1445       5.068e-04  2.405e-04    2.107 0.035910 *  
## PC1446       1.740e-04  2.414e-04    0.721 0.471766    
## PC1447       2.348e-04  2.378e-04    0.988 0.324168    
## PC1448       7.140e-04  2.424e-04    2.946 0.003469 ** 
## PC1449       2.160e-04  2.471e-04    0.874 0.382894    
## PC1450      -2.117e-04  2.671e-04   -0.793 0.428656    
## PC1451      -5.890e-05  2.525e-04   -0.233 0.815712    
## PC1452      -3.184e-04  2.442e-04   -1.304 0.193237    
## PC1453      -3.444e-04  2.603e-04   -1.323 0.186905    
## PC1454      -2.766e-04  2.683e-04   -1.031 0.303444    
## PC1455       8.460e-05  2.306e-04    0.367 0.713937    
## PC1456      -4.913e-04  2.427e-04   -2.024 0.043842 *  
## PC1457      -5.036e-04  2.512e-04   -2.005 0.045831 *  
## PC1458       2.910e-04  2.502e-04    1.163 0.245662    
## PC1459      -1.567e-04  2.448e-04   -0.640 0.522528    
## PC1460       6.005e-04  2.491e-04    2.411 0.016508 *  
## PC1461       1.263e-05  2.679e-04    0.047 0.962412    
## PC1462       3.582e-04  2.416e-04    1.483 0.139218    
## PC1463       1.944e-04  2.420e-04    0.803 0.422377    
## PC1464      -1.700e-04  2.516e-04   -0.676 0.499622    
## PC1465      -9.756e-05  2.422e-04   -0.403 0.687322    
## PC1466       3.269e-04  2.583e-04    1.266 0.206610    
## PC1467      -3.684e-04  2.340e-04   -1.574 0.116502    
## PC1468       7.917e-05  2.423e-04    0.327 0.744112    
## PC1469      -1.324e-04  2.586e-04   -0.512 0.608976    
## PC1470       6.869e-04  2.569e-04    2.674 0.007899 ** 
## PC1471      -5.581e-05  2.485e-04   -0.225 0.822470    
## PC1472       3.473e-04  2.736e-04    1.269 0.205356    
## PC1473       5.525e-04  2.420e-04    2.283 0.023129 *  
## PC1474       7.403e-05  2.780e-04    0.266 0.790156    
## PC1475       3.121e-04  2.567e-04    1.215 0.225155    
## PC1476      -5.762e-04  2.640e-04   -2.183 0.029813 *  
## PC1477       3.052e-04  2.398e-04    1.273 0.204026    
## PC1478      -3.072e-04  2.475e-04   -1.241 0.215491    
## PC1479      -6.052e-05  2.535e-04   -0.239 0.811469    
## PC1480       3.699e-05  2.581e-04    0.143 0.886151    
## PC1481       6.070e-04  2.466e-04    2.462 0.014389 *  
## PC1482      -4.325e-04  2.492e-04   -1.736 0.083661 .  
## PC1483      -8.341e-05  2.518e-04   -0.331 0.740670    
## PC1484      -5.188e-04  2.705e-04   -1.918 0.056070 .  
## PC1485      -1.132e-04  2.503e-04   -0.452 0.651506    
## PC1486       3.861e-05  2.326e-04    0.166 0.868250    
## PC1487      -1.153e-04  2.551e-04   -0.452 0.651516    
## PC1488      -1.626e-04  2.545e-04   -0.639 0.523506    
## PC1489       4.670e-04  2.416e-04    1.933 0.054192 .  
## PC1490      -7.179e-06  2.510e-04   -0.029 0.977196    
## PC1491      -3.086e-04  2.551e-04   -1.210 0.227360    
## PC1492       5.643e-04  2.531e-04    2.229 0.026536 *  
## PC1493      -1.820e-04  2.512e-04   -0.725 0.469303    
## PC1494       5.521e-04  2.485e-04    2.222 0.027013 *  
## PC1495       3.160e-04  2.461e-04    1.284 0.200048    
## PC1496       2.989e-04  2.376e-04    1.258 0.209504    
## PC1497       2.718e-04  2.381e-04    1.142 0.254513    
## PC1498      -8.956e-05  2.500e-04   -0.358 0.720413    
## PC1499      -3.193e-04  2.458e-04   -1.299 0.194812    
## PC1500      -1.811e-04  2.596e-04   -0.698 0.485836    
## PC1501       3.721e-04  2.547e-04    1.461 0.144999    
## PC1502       1.405e-04  2.325e-04    0.604 0.546078    
## PC1503       1.428e-04  2.532e-04    0.564 0.573243    
## PC1504       6.404e-05  2.626e-04    0.244 0.807533    
## PC1505       1.036e-04  2.546e-04    0.407 0.684438    
## PC1506       3.461e-04  2.385e-04    1.451 0.147747    
## PC1507      -8.871e-05  2.495e-04   -0.356 0.722418    
## PC1508       9.974e-05  2.460e-04    0.405 0.685403    
## PC1509      -5.468e-04  2.524e-04   -2.167 0.031051 *  
## PC1510       3.361e-04  2.479e-04    1.355 0.176280    
## PC1511      -3.426e-04  2.574e-04   -1.331 0.184143    
## PC1512       5.354e-04  2.490e-04    2.150 0.032369 *  
## PC1513      -2.085e-04  2.598e-04   -0.803 0.422844    
## PC1514      -2.041e-04  2.451e-04   -0.833 0.405515    
## PC1515       4.977e-04  2.423e-04    2.054 0.040822 *  
## PC1516      -2.163e-04  2.510e-04   -0.862 0.389532    
## PC1517       6.356e-04  2.412e-04    2.635 0.008841 ** 
## PC1518       1.956e-04  2.397e-04    0.816 0.415174    
## PC1519      -8.632e-05  2.514e-04   -0.343 0.731583    
## PC1520       2.270e-04  2.550e-04    0.890 0.374097    
## PC1521       4.430e-04  2.516e-04    1.760 0.079337 .  
## PC1522       3.313e-05  2.682e-04    0.124 0.901757    
## PC1523       3.069e-04  2.387e-04    1.285 0.199601    
## PC1524      -2.061e-04  2.438e-04   -0.846 0.398495    
## PC1525      -1.456e-04  2.605e-04   -0.559 0.576749    
## PC1526       5.696e-04  2.692e-04    2.116 0.035196 *  
## PC1527       5.549e-05  2.415e-04    0.230 0.818453    
## PC1528       5.658e-04  2.384e-04    2.373 0.018245 *  
## PC1529       2.200e-04  2.396e-04    0.918 0.359329    
## PC1530       1.985e-04  2.596e-04    0.765 0.445119    
## PC1531       1.502e-04  2.468e-04    0.608 0.543337    
## PC1532      -4.434e-04  2.464e-04   -1.800 0.072894 .  
## PC1533      -2.408e-05  2.483e-04   -0.097 0.922812    
## PC1534       5.419e-04  2.580e-04    2.100 0.036530 *  
## PC1535      -3.080e-04  2.301e-04   -1.339 0.181613    
## PC1536      -5.890e-04  2.486e-04   -2.370 0.018433 *  
## PC1537       2.608e-04  2.464e-04    1.058 0.290716    
## PC1538       4.658e-04  2.519e-04    1.849 0.065402 .  
## PC1539      -3.182e-04  2.493e-04   -1.276 0.202836    
## PC1540       2.818e-04  2.411e-04    1.169 0.243423    
## PC1541       3.328e-04  2.360e-04    1.410 0.159586    
## PC1542      -1.478e-04  2.362e-04   -0.626 0.531909    
## PC1543       6.781e-04  2.433e-04    2.787 0.005655 ** 
## PC1544      -5.434e-04  2.515e-04   -2.160 0.031519 *  
## PC1545       7.806e-04  2.582e-04    3.023 0.002717 ** 
## PC1546      -1.247e-04  2.458e-04   -0.507 0.612425    
## PC1547       3.076e-04  2.620e-04    1.174 0.241201    
## PC1548      -3.032e-04  2.430e-04   -1.248 0.213026    
## PC1549      -8.582e-05  2.332e-04   -0.368 0.713106    
## PC1550      -1.491e-04  2.417e-04   -0.617 0.537801    
## PC1551       3.009e-05  2.518e-04    0.119 0.904972    
## PC1552       6.969e-05  2.485e-04    0.280 0.779289    
## PC1553       3.176e-04  2.629e-04    1.208 0.227883    
## PC1554       7.373e-04  2.527e-04    2.918 0.003785 ** 
## PC1555       5.228e-04  2.518e-04    2.076 0.038720 *  
## PC1556      -3.229e-04  2.742e-04   -1.177 0.239921    
## PC1557       3.634e-04  2.607e-04    1.394 0.164403    
## PC1558       1.133e-04  2.673e-04    0.424 0.671849    
## PC1559       3.676e-04  2.553e-04    1.440 0.150915    
## PC1560       4.969e-04  2.702e-04    1.839 0.066935 .  
## PC1561      -7.044e-05  2.720e-04   -0.259 0.795870    
## PC1562      -1.114e-04  2.523e-04   -0.442 0.659030    
## PC1563       3.561e-06  2.594e-04    0.014 0.989056    
## PC1564      -6.152e-04  2.488e-04   -2.473 0.013953 *  
## PC1565       2.438e-04  2.384e-04    1.023 0.307303    
## PC1566      -4.414e-05  2.544e-04   -0.173 0.862375    
## PC1567       3.698e-04  2.532e-04    1.461 0.145138    
## PC1568       1.282e-04  2.651e-04    0.483 0.629107    
## PC1569       3.056e-04  2.522e-04    1.212 0.226630    
## PC1570       8.648e-04  2.487e-04    3.477 0.000581 ***
## PC1571      -2.576e-04  2.300e-04   -1.120 0.263510    
## PC1572       3.788e-04  2.597e-04    1.459 0.145686    
## PC1573       4.831e-04  2.440e-04    1.979 0.048679 *  
## PC1574       5.016e-04  2.641e-04    1.900 0.058442 .  
## PC1575      -1.154e-04  2.635e-04   -0.438 0.661713    
## PC1576       3.088e-04  2.726e-04    1.133 0.258187    
## PC1577      -2.312e-04  2.456e-04   -0.941 0.347303    
## PC1578      -1.357e-04  2.515e-04   -0.539 0.589949    
## PC1579      -7.067e-04  2.696e-04   -2.621 0.009209 ** 
## PC1580      -8.839e-05  2.458e-04   -0.360 0.719369    
## PC1581      -2.753e-04  2.703e-04   -1.018 0.309354    
## PC1582       2.518e-04  2.517e-04    1.000 0.318013    
## PC1583       1.617e-04  2.624e-04    0.616 0.538147    
## PC1584      -4.807e-04  2.581e-04   -1.862 0.063551 .  
## PC1585       1.108e-04  2.665e-04    0.416 0.677842    
## PC1586      -2.965e-04  2.630e-04   -1.127 0.260499    
## PC1587       1.217e-04  2.618e-04    0.465 0.642355    
## PC1588      -2.717e-05  2.445e-04   -0.111 0.911597    
## PC1589       3.209e-04  2.683e-04    1.196 0.232605    
## PC1590       1.732e-04  2.585e-04    0.670 0.503268    
## PC1591      -8.241e-05  2.583e-04   -0.319 0.749918    
## PC1592       2.406e-04  2.523e-04    0.954 0.341065    
## PC1593       2.876e-04  2.397e-04    1.200 0.231124    
## PC1594       4.675e-05  2.768e-04    0.169 0.866007    
## PC1595      -2.211e-04  2.589e-04   -0.854 0.393797    
## PC1596      -3.490e-04  2.482e-04   -1.406 0.160613    
## PC1597       2.993e-04  2.443e-04    1.225 0.221490    
## PC1598      -2.978e-04  2.690e-04   -1.107 0.269112    
## PC1599       5.097e-04  2.548e-04    2.000 0.046373 *  
## PC1600       3.701e-04  2.524e-04    1.466 0.143550    
## PC1601      -1.264e-04  2.549e-04   -0.496 0.620340    
## PC1602       1.064e-04  2.333e-04    0.456 0.648580    
## PC1603      -6.722e-05  2.393e-04   -0.281 0.778943    
## PC1604      -3.978e-04  2.483e-04   -1.602 0.110142    
## PC1605       2.605e-04  2.456e-04    1.061 0.289715    
## PC1606      -1.727e-04  2.559e-04   -0.675 0.500206    
## PC1607       2.773e-04  2.443e-04    1.135 0.257273    
## PC1608       3.306e-04  2.420e-04    1.366 0.172811    
## PC1609       2.174e-04  2.493e-04    0.872 0.383819    
## PC1610      -2.366e-04  2.642e-04   -0.896 0.371184    
## PC1611      -7.095e-04  2.731e-04   -2.598 0.009822 ** 
## PC1612      -1.881e-04  2.437e-04   -0.772 0.440784    
## PC1613       5.738e-05  2.482e-04    0.231 0.817279    
## PC1614       2.415e-04  2.444e-04    0.988 0.323817    
## PC1615      -2.808e-04  2.629e-04   -1.068 0.286308    
## PC1616       5.823e-05  2.679e-04    0.217 0.828055    
## PC1617      -6.478e-04  2.526e-04   -2.565 0.010798 *  
## PC1618      -4.620e-05  2.773e-04   -0.167 0.867789    
## PC1619       3.374e-04  2.363e-04    1.428 0.154404    
## PC1620      -7.084e-04  2.535e-04   -2.794 0.005538 ** 
## PC1621      -1.167e-05  2.577e-04   -0.045 0.963889    
## PC1622       1.531e-04  2.543e-04    0.602 0.547531    
## PC1623       4.177e-04  2.550e-04    1.638 0.102418    
## PC1624       2.797e-04  2.529e-04    1.106 0.269597    
## PC1625      -7.473e-05  2.417e-04   -0.309 0.757406    
## PC1626       8.225e-05  2.499e-04    0.329 0.742296    
## PC1627      -7.539e-05  2.566e-04   -0.294 0.769076    
## PC1628       3.101e-04  2.426e-04    1.278 0.202185    
## PC1629       2.566e-04  2.530e-04    1.014 0.311278    
## PC1630       3.794e-04  2.320e-04    1.635 0.103002    
## PC1631       5.369e-05  2.638e-04    0.204 0.838843    
## PC1632      -1.680e-05  2.444e-04   -0.069 0.945232    
## PC1633      -6.620e-05  2.490e-04   -0.266 0.790486    
## PC1634      -9.183e-06  2.658e-04   -0.035 0.972466    
## PC1635      -5.002e-05  2.490e-04   -0.201 0.840908    
## PC1636       2.943e-04  2.646e-04    1.112 0.266883    
## PC1637      -1.071e-04  2.528e-04   -0.424 0.671976    
## PC1638      -3.090e-04  2.665e-04   -1.159 0.247201    
## PC1639       1.405e-04  2.489e-04    0.564 0.572876    
## PC1640      -1.087e-04  2.527e-04   -0.430 0.667481    
## PC1641       6.436e-05  2.252e-04    0.286 0.775195    
## PC1642      -9.436e-05  2.652e-04   -0.356 0.722223    
## PC1643       3.857e-04  2.561e-04    1.506 0.133034    
## PC1644      -1.466e-05  2.656e-04   -0.055 0.956023    
## PC1645      -1.314e-04  2.414e-04   -0.544 0.586586    
## PC1646       1.838e-04  2.444e-04    0.752 0.452795    
## PC1647      -2.381e-04  2.563e-04   -0.929 0.353651    
## PC1648       2.652e-04  2.425e-04    1.094 0.274912    
## PC1649       6.247e-05  2.557e-04    0.244 0.807120    
## PC1650       1.356e-05  2.582e-04    0.052 0.958168    
## PC1651       1.998e-04  2.633e-04    0.759 0.448543    
## PC1652      -3.598e-04  2.451e-04   -1.468 0.143105    
## PC1653       1.096e-04  2.685e-04    0.408 0.683378    
## PC1654      -2.529e-04  2.460e-04   -1.028 0.304702    
## PC1655       2.666e-04  2.452e-04    1.088 0.277667    
## PC1656       6.363e-05  2.728e-04    0.233 0.815691    
## PC1657       1.382e-04  2.466e-04    0.560 0.575703    
## PC1658      -3.460e-05  2.622e-04   -0.132 0.895094    
## PC1659       3.604e-04  2.750e-04    1.311 0.190958    
## PC1660       2.474e-04  2.544e-04    0.972 0.331735    
## PC1661      -6.337e-05  2.613e-04   -0.243 0.808549    
## PC1662      -4.932e-05  2.552e-04   -0.193 0.846865    
## PC1663      -1.352e-04  2.497e-04   -0.541 0.588599    
## PC1664      -1.416e-04  2.685e-04   -0.527 0.598282    
## PC1665       5.671e-04  2.543e-04    2.230 0.026466 *  
## PC1666      -1.972e-05  2.452e-04   -0.080 0.935962    
## PC1667       8.019e-05  2.485e-04    0.323 0.747150    
## PC1668       8.562e-05  2.584e-04    0.331 0.740583    
## PC1669       9.371e-05  2.496e-04    0.375 0.707602    
## PC1670      -2.127e-04  2.691e-04   -0.791 0.429777    
## PC1671       2.068e-04  2.589e-04    0.799 0.425069    
## PC1672       2.227e-04  2.649e-04    0.841 0.401251    
## PC1673      -1.507e-04  2.603e-04   -0.579 0.562995    
## PC1674       2.922e-04  2.477e-04    1.180 0.238950    
## PC1675      -1.066e-05  2.616e-04   -0.041 0.967513    
## PC1676       2.967e-04  2.552e-04    1.163 0.245900    
## PC1677       1.293e-05  2.535e-04    0.051 0.959363    
## PC1678       5.215e-04  2.421e-04    2.154 0.031995 *  
## PC1679       3.579e-04  2.501e-04    1.431 0.153418    
## PC1680       2.491e-04  2.737e-04    0.910 0.363459    
## PC1681      -3.867e-05  2.617e-04   -0.148 0.882609    
## PC1682      -4.483e-04  2.607e-04   -1.719 0.086582 .  
## PC1683      -2.328e-05  2.440e-04   -0.095 0.924053    
## PC1684       2.659e-04  2.408e-04    1.104 0.270319    
## PC1685      -2.284e-04  2.657e-04   -0.859 0.390803    
## PC1686      -1.778e-04  2.513e-04   -0.708 0.479662    
## PC1687       6.840e-05  2.543e-04    0.269 0.788148    
## PC1688       1.239e-04  2.565e-04    0.483 0.629392    
## PC1689      -9.282e-05  2.403e-04   -0.386 0.699516    
## PC1690      -9.950e-05  2.639e-04   -0.377 0.706425    
## PC1691       4.169e-04  2.541e-04    1.640 0.101964    
## PC1692      -4.542e-04  2.483e-04   -1.829 0.068347 .  
## PC1693      -1.770e-04  2.533e-04   -0.699 0.485379    
## PC1694      -1.204e-04  2.543e-04   -0.473 0.636325    
## PC1695       2.465e-04  2.582e-04    0.954 0.340601    
## PC1696      -7.719e-05  2.634e-04   -0.293 0.769666    
## PC1697      -1.969e-04  2.533e-04   -0.777 0.437499    
## PC1698       5.166e-04  2.506e-04    2.061 0.040151 *  
## PC1699      -1.255e-04  2.596e-04   -0.483 0.629132    
## PC1700      -2.217e-05  2.540e-04   -0.087 0.930509    
## PC1701       5.115e-07  2.447e-04    0.002 0.998334    
## PC1702      -9.193e-05  2.459e-04   -0.374 0.708825    
## PC1703       2.947e-04  2.549e-04    1.156 0.248578    
## PC1704      -5.710e-05  2.838e-04   -0.201 0.840691    
## PC1705       2.595e-05  2.604e-04    0.100 0.920689    
## PC1706      -1.596e-04  2.421e-04   -0.659 0.510142    
## PC1707       4.624e-04  2.425e-04    1.907 0.057443 .  
## PC1708      -1.441e-04  2.585e-04   -0.557 0.577789    
## PC1709       1.167e-04  2.564e-04    0.455 0.649176    
## PC1710      -2.649e-04  2.612e-04   -1.014 0.311283    
## PC1711       4.161e-04  2.663e-04    1.563 0.119195    
## PC1712       2.364e-04  2.533e-04    0.933 0.351518    
## PC1713      -3.729e-04  2.689e-04   -1.387 0.166533    
## PC1714      -1.836e-04  2.630e-04   -0.698 0.485752    
## PC1715       1.310e-04  2.463e-04    0.532 0.595268    
## PC1716       1.927e-04  2.589e-04    0.744 0.457171    
## PC1717      -5.298e-05  2.444e-04   -0.217 0.828507    
## PC1718       1.823e-04  2.491e-04    0.732 0.464870    
## PC1719       4.159e-04  2.462e-04    1.689 0.092235 .  
## PC1720      -4.723e-04  2.721e-04   -1.736 0.083645 .  
## PC1721       1.323e-04  2.428e-04    0.545 0.586318    
## PC1722       2.170e-04  2.626e-04    0.826 0.409213    
## PC1723       1.643e-04  2.531e-04    0.649 0.516739    
## PC1724      -8.450e-06  2.682e-04   -0.032 0.974885    
## PC1725       3.829e-04  2.615e-04    1.464 0.144231    
## PC1726       5.544e-04  2.567e-04    2.160 0.031568 *  
## PC1727       2.161e-04  2.584e-04    0.836 0.403744    
## PC1728      -6.452e-05  2.549e-04   -0.253 0.800364    
## PC1729      -2.012e-04  2.587e-04   -0.778 0.437172    
## PC1730      -2.877e-04  2.636e-04   -1.091 0.275989    
## PC1731       1.041e-04  2.589e-04    0.402 0.687986    
## PC1732       1.667e-04  2.478e-04    0.673 0.501586    
## PC1733       8.414e-05  2.435e-04    0.346 0.729930    
## PC1734       5.071e-04  2.630e-04    1.928 0.054763 .  
## PC1735       4.293e-04  2.613e-04    1.643 0.101411    
## PC1736       1.687e-04  2.683e-04    0.629 0.530031    
## PC1737       4.793e-04  2.593e-04    1.848 0.065521 .  
## PC1738       6.451e-05  2.601e-04    0.248 0.804317    
## PC1739       2.226e-04  2.449e-04    0.909 0.364119    
## PC1740       1.038e-04  2.560e-04    0.405 0.685522    
## PC1741      -7.594e-04  2.529e-04   -3.003 0.002895 ** 
## PC1742       4.248e-04  2.707e-04    1.569 0.117681    
## PC1743      -1.644e-04  2.501e-04   -0.657 0.511578    
## PC1744       2.123e-04  2.427e-04    0.875 0.382512    
## PC1745      -2.406e-04  2.513e-04   -0.957 0.339099    
## PC1746       1.336e-04  2.504e-04    0.534 0.593923    
## PC1747      -1.138e-04  2.597e-04   -0.438 0.661661    
## PC1748       7.163e-05  2.457e-04    0.292 0.770824    
## PC1749       4.052e-04  2.741e-04    1.478 0.140367    
## PC1750      -1.418e-04  2.639e-04   -0.537 0.591603    
## PC1751      -5.839e-04  2.509e-04   -2.328 0.020595 *  
## PC1752       7.148e-05  2.627e-04    0.272 0.785720    
## PC1753       8.000e-05  2.533e-04    0.316 0.752327    
## PC1754       2.280e-04  2.644e-04    0.862 0.389168    
## PC1755      -5.357e-04  2.484e-04   -2.157 0.031811 *  
## PC1756       4.108e-04  2.629e-04    1.562 0.119262    
## PC1757       1.141e-04  2.665e-04    0.428 0.668917    
## PC1758       4.901e-04  2.610e-04    1.878 0.061398 .  
## PC1759      -3.826e-05  2.551e-04   -0.150 0.880844    
## PC1760      -1.264e-04  2.544e-04   -0.497 0.619528    
## PC1761       5.336e-05  2.565e-04    0.208 0.835355    
## PC1762       3.356e-04  2.642e-04    1.270 0.204927    
## PC1763       3.154e-04  2.448e-04    1.288 0.198635    
## PC1764       4.738e-04  2.571e-04    1.843 0.066328 .  
## PC1765       2.132e-04  2.545e-04    0.838 0.402821    
## PC1766       4.211e-04  2.561e-04    1.644 0.101180    
## PC1767      -1.810e-04  2.423e-04   -0.747 0.455472    
## PC1768      -1.453e-04  2.636e-04   -0.551 0.581788    
## PC1769      -1.891e-04  2.619e-04   -0.722 0.470805    
## PC1770      -6.114e-05  2.548e-04   -0.240 0.810508    
## PC1771      -2.205e-04  2.643e-04   -0.835 0.404638    
## PC1772      -1.219e-04  2.771e-04   -0.440 0.660297    
## PC1773       4.284e-04  2.617e-04    1.637 0.102718    
## PC1774      -3.985e-04  2.428e-04   -1.641 0.101801    
## PC1775       1.215e-04  2.750e-04    0.442 0.658765    
## PC1776      -8.138e-05  2.660e-04   -0.306 0.759833    
## PC1777      -2.014e-04  2.415e-04   -0.834 0.405011    
## PC1778       1.061e-05  2.532e-04    0.042 0.966625    
## PC1779       4.969e-04  2.626e-04    1.893 0.059362 .  
## PC1780       7.578e-05  2.510e-04    0.302 0.762891    
## PC1781       4.246e-04  2.534e-04    1.676 0.094832 .  
## PC1782      -2.970e-04  2.482e-04   -1.196 0.232438    
## PC1783      -5.467e-05  2.753e-04   -0.199 0.842729    
## PC1784       1.315e-04  2.738e-04    0.480 0.631492    
## PC1785      -4.729e-05  2.540e-04   -0.186 0.852431    
## PC1786      -2.681e-04  2.603e-04   -1.030 0.303961    
## PC1787       2.175e-04  2.683e-04    0.811 0.418195    
## PC1788       4.886e-05  2.382e-04    0.205 0.837627    
## PC1789      -3.760e-04  2.481e-04   -1.515 0.130720    
## PC1790      -1.813e-05  2.610e-04   -0.069 0.944655    
## PC1791      -6.782e-05  2.482e-04   -0.273 0.784806    
## PC1792      -5.821e-04  2.589e-04   -2.249 0.025260 *  
## PC1793       2.244e-04  2.597e-04    0.864 0.388194    
## PC1794       2.143e-05  2.574e-04    0.083 0.933692    
## PC1795      -3.847e-05  2.668e-04   -0.144 0.885443    
## PC1796       6.055e-06  2.658e-04    0.023 0.981842    
## PC1797      -7.755e-05  2.485e-04   -0.312 0.755194    
## PC1798      -5.504e-04  2.776e-04   -1.983 0.048309 *  
## PC1799       3.890e-04  2.449e-04    1.588 0.113252    
## PC1800       5.071e-04  2.634e-04    1.925 0.055140 .  
## PC1801      -1.272e-04  2.486e-04   -0.512 0.609373    
## PC1802      -2.053e-04  2.857e-04   -0.719 0.472890    
## PC1803       2.603e-04  2.484e-04    1.048 0.295499    
## PC1804       3.692e-04  2.650e-04    1.393 0.164613    
## PC1805       2.127e-04  2.684e-04    0.793 0.428653    
## PC1806       1.520e-04  2.767e-04    0.549 0.583283    
## PC1807      -4.156e-04  2.622e-04   -1.585 0.114083    
## PC1808      -7.620e-04  2.542e-04   -2.998 0.002943 ** 
## PC1809       3.680e-04  2.555e-04    1.440 0.150797    
## PC1810       5.455e-04  2.606e-04    2.093 0.037170 *  
## PC1811       1.247e-04  2.805e-04    0.444 0.657049    
## PC1812       2.108e-04  2.436e-04    0.865 0.387551    
## PC1813       1.745e-04  2.507e-04    0.696 0.486790    
## PC1814       8.355e-06  2.591e-04    0.032 0.974300    
## PC1815       4.108e-05  2.587e-04    0.159 0.873923    
## PC1816      -9.442e-05  2.555e-04   -0.370 0.711967    
## PC1817      -4.149e-04  2.583e-04   -1.606 0.109232    
## PC1818       8.227e-05  2.616e-04    0.315 0.753331    
## PC1819      -4.670e-05  2.546e-04   -0.183 0.854564    
## PC1820       4.560e-05  2.703e-04    0.169 0.866125    
## PC1821      -1.367e-04  2.580e-04   -0.530 0.596569    
## PC1822      -3.403e-04  2.541e-04   -1.339 0.181445    
## PC1823       1.619e-04  2.561e-04    0.632 0.527617    
## PC1824      -2.566e-04  2.554e-04   -1.004 0.315965    
## PC1825       6.060e-04  2.489e-04    2.435 0.015456 *  
## PC1826      -6.348e-05  2.783e-04   -0.228 0.819682    
## PC1827       2.075e-04  2.510e-04    0.827 0.409105    
## PC1828      -5.891e-05  2.752e-04   -0.214 0.830663    
## PC1829       2.192e-04  2.596e-04    0.845 0.399050    
## PC1830      -7.844e-04  2.775e-04   -2.826 0.005020 ** 
## PC1831      -5.145e-04  2.481e-04   -2.073 0.038985 *  
## PC1832      -1.532e-04  2.666e-04   -0.575 0.565794    
## PC1833       7.177e-05  2.762e-04    0.260 0.795146    
## PC1834       1.195e-04  2.569e-04    0.465 0.642053    
## PC1835       1.957e-04  2.611e-04    0.750 0.454115    
## PC1836       8.944e-04  2.574e-04    3.475 0.000586 ***
## PC1837      -3.228e-04  2.629e-04   -1.228 0.220387    
## PC1838       1.154e-04  2.653e-04    0.435 0.663987    
## PC1839       3.501e-04  2.423e-04    1.445 0.149457    
## PC1840       1.638e-04  2.502e-04    0.655 0.513093    
## PC1841       6.105e-04  2.529e-04    2.414 0.016385 *  
## PC1842      -9.047e-04  2.676e-04   -3.381 0.000816 ***
## PC1843      -4.272e-04  2.577e-04   -1.658 0.098348 .  
## PC1844      -4.103e-04  2.674e-04   -1.535 0.125935    
## PC1845      -1.792e-04  2.647e-04   -0.677 0.498888    
## PC1846      -2.512e-04  2.722e-04   -0.923 0.356726    
## PC1847      -7.698e-04  2.675e-04   -2.878 0.004287 ** 
## PC1848       1.017e-04  2.589e-04    0.393 0.694792    
## PC1849      -9.124e-05  2.704e-04   -0.337 0.736055    
## PC1850       1.387e-04  2.607e-04    0.532 0.595137    
## PC1851       4.435e-05  2.575e-04    0.172 0.863348    
## PC1852       1.323e-04  2.446e-04    0.541 0.589064    
## PC1853      -3.220e-04  2.571e-04   -1.253 0.211343    
## PC1854      -5.372e-04  2.564e-04   -2.095 0.036967 *  
## PC1855      -1.099e-03  2.686e-04   -4.090 5.52e-05 ***
## PC1856      -4.804e-04  2.749e-04   -1.748 0.081496 .  
## PC1857      -3.377e-04  2.602e-04   -1.298 0.195339    
## PC1858       1.865e-04  2.633e-04    0.708 0.479233    
## PC1859      -3.029e-04  2.617e-04   -1.157 0.247999    
## PC1860       5.148e-04  2.440e-04    2.110 0.035682 *  
## PC1861      -2.250e-04  2.636e-04   -0.853 0.394078    
## PC1862      -5.089e-05  2.509e-04   -0.203 0.839417    
## PC1863      -9.047e-05  2.558e-04   -0.354 0.723808    
## PC1864       1.389e-04  2.582e-04    0.538 0.591060    
## PC1865       5.831e-05  2.668e-04    0.219 0.827151    
## PC1866       6.106e-04  2.495e-04    2.447 0.014974 *  
## PC1867       4.548e-05  2.701e-04    0.168 0.866400    
## PC1868      -1.619e-04  2.611e-04   -0.620 0.535757    
## PC1869      -9.535e-05  2.376e-04   -0.401 0.688476    
## PC1870      -2.442e-04  2.628e-04   -0.929 0.353612    
## PC1871      -5.521e-04  2.564e-04   -2.153 0.032071 *  
## PC1872       4.897e-04  2.628e-04    1.863 0.063385 .  
## PC1873       4.794e-05  2.613e-04    0.183 0.854550    
## PC1874       4.849e-04  2.554e-04    1.899 0.058553 .  
## PC1875      -8.165e-05  2.381e-04   -0.343 0.731923    
## PC1876      -5.140e-04  2.679e-04   -1.919 0.055966 .  
## PC1877      -1.777e-05  2.703e-04   -0.066 0.947634    
## PC1878       3.338e-05  2.594e-04    0.129 0.897720    
## PC1879      -4.008e-04  2.585e-04   -1.550 0.122079    
## PC1880       2.869e-04  2.545e-04    1.127 0.260424    
## PC1881       1.024e-04  2.500e-04    0.410 0.682425    
## PC1882       2.753e-04  2.442e-04    1.127 0.260453    
## PC1883       5.737e-04  2.628e-04    2.183 0.029804 *  
## PC1884       1.917e-04  2.499e-04    0.767 0.443686    
## PC1885      -1.334e-04  2.653e-04   -0.503 0.615407    
## PC1886       3.088e-04  2.821e-04    1.095 0.274480    
## PC1887       2.038e-05  2.566e-04    0.079 0.936772    
## PC1888       2.378e-04  2.673e-04    0.890 0.374349    
## PC1889      -3.952e-05  2.398e-04   -0.165 0.869180    
## PC1890      -5.254e-04  2.636e-04   -1.993 0.047147 *  
## PC1891       5.785e-04  2.561e-04    2.259 0.024622 *  
## PC1892       2.475e-04  2.490e-04    0.994 0.320835    
## PC1893      -4.459e-04  2.508e-04   -1.778 0.076417 .  
## PC1894      -3.376e-04  2.599e-04   -1.299 0.195044    
## PC1895       1.088e-04  2.547e-04    0.427 0.669628    
## PC1896       1.360e-04  2.518e-04    0.540 0.589641    
## PC1897      -5.233e-04  2.633e-04   -1.988 0.047710 *  
## PC1898      -2.873e-04  2.776e-04   -1.035 0.301591    
## PC1899       7.546e-04  2.643e-04    2.856 0.004592 ** 
## PC1900      -4.021e-04  2.414e-04   -1.665 0.096866 .  
## PC1901      -3.575e-05  2.548e-04   -0.140 0.888513    
## PC1902      -1.643e-05  2.625e-04   -0.063 0.950151    
## PC1903       7.159e-05  2.769e-04    0.259 0.796185    
## PC1904      -4.479e-05  2.601e-04   -0.172 0.863396    
## PC1905       2.749e-04  2.461e-04    1.117 0.264764    
## PC1906       2.989e-04  2.720e-04    1.099 0.272652    
## PC1907       4.394e-04  2.687e-04    1.635 0.103012    
## PC1908       1.444e-04  2.757e-04    0.524 0.600773    
## PC1909      -6.376e-06  2.679e-04   -0.024 0.981030    
## PC1910       4.408e-04  2.635e-04    1.673 0.095409 .  
## PC1911       8.822e-05  2.636e-04    0.335 0.738071    
## PC1912       1.244e-05  2.586e-04    0.048 0.961675    
## PC1913      -7.905e-05  2.505e-04   -0.316 0.752510    
## PC1914      -6.690e-04  2.680e-04   -2.496 0.013092 *  
## PC1915      -1.954e-04  2.691e-04   -0.726 0.468257    
## PC1916       3.094e-05  2.655e-04    0.117 0.907312    
## PC1917       3.619e-04  2.579e-04    1.403 0.161647    
## PC1918      -2.901e-04  2.686e-04   -1.080 0.280867    
## PC1919       4.081e-04  2.485e-04    1.642 0.101652    
## PC1920       2.636e-04  2.752e-04    0.958 0.338886    
## PC1921      -3.291e-04  2.651e-04   -1.242 0.215336    
## PC1922       3.061e-04  2.748e-04    1.114 0.266215    
## PC1923       2.273e-04  2.567e-04    0.886 0.376442    
## PC1924       3.687e-05  2.633e-04    0.140 0.888730    
## PC1925      -4.501e-04  2.443e-04   -1.843 0.066367 .  
## PC1926       1.408e-04  2.907e-04    0.484 0.628525    
## PC1927       2.885e-04  2.682e-04    1.075 0.283014    
## PC1928       2.237e-04  2.868e-04    0.780 0.435991    
## PC1929      -2.838e-04  2.615e-04   -1.085 0.278710    
## PC1930      -6.946e-04  2.640e-04   -2.631 0.008958 ** 
## PC1931      -4.162e-04  2.614e-04   -1.592 0.112382    
## PC1932       2.263e-04  2.613e-04    0.866 0.387139    
## PC1933      -3.614e-04  2.622e-04   -1.378 0.169209    
## PC1934       6.942e-05  2.501e-04    0.278 0.781546    
## PC1935       2.114e-04  2.709e-04    0.781 0.435682    
## PC1936      -9.469e-05  2.644e-04   -0.358 0.720539    
## PC1937       1.630e-04  2.762e-04    0.590 0.555472    
## PC1938       1.445e-04  2.567e-04    0.563 0.573858    
## PC1939       1.356e-04  2.639e-04    0.514 0.607794    
## PC1940      -1.441e-04  2.684e-04   -0.537 0.591647    
## PC1941       1.124e-04  2.569e-04    0.437 0.662109    
## PC1942       2.635e-04  2.689e-04    0.980 0.327796    
## PC1943       3.770e-04  2.517e-04    1.498 0.135216    
## PC1944       2.943e-06  2.543e-04    0.012 0.990774    
## PC1945      -3.439e-04  2.648e-04   -1.299 0.194921    
## PC1946      -6.920e-05  2.628e-04   -0.263 0.792480    
## PC1947       5.942e-04  2.818e-04    2.108 0.035820 *  
## PC1948       4.938e-05  2.589e-04    0.191 0.848874    
## PC1949      -2.639e-04  2.850e-04   -0.926 0.355175    
## PC1950       1.406e-04  2.585e-04    0.544 0.587005    
## PC1951       2.331e-04  2.804e-04    0.831 0.406576    
## PC1952       6.177e-05  2.753e-04    0.224 0.822624    
## PC1953       1.233e-04  2.527e-04    0.488 0.626092    
## PC1954      -1.712e-04  2.650e-04   -0.646 0.518679    
## PC1955      -1.130e-04  2.656e-04   -0.426 0.670755    
## PC1956      -1.823e-04  2.581e-04   -0.706 0.480450    
## PC1957      -2.505e-04  2.623e-04   -0.955 0.340339    
## PC1958       1.481e-04  2.755e-04    0.538 0.591315    
## PC1959      -3.194e-04  2.704e-04   -1.181 0.238479    
## PC1960       5.672e-04  2.444e-04    2.321 0.020974 *  
## PC1961      -1.956e-04  2.475e-04   -0.790 0.430015    
## PC1962      -5.419e-04  2.632e-04   -2.059 0.040359 *  
## PC1963      -1.354e-04  2.504e-04   -0.541 0.588925    
## PC1964      -1.657e-05  2.616e-04   -0.063 0.949532    
## PC1965      -1.903e-04  2.414e-04   -0.788 0.431151    
## PC1966      -9.377e-05  2.507e-04   -0.374 0.708637    
## PC1967       4.253e-04  2.656e-04    1.601 0.110431    
## PC1968       1.372e-04  2.441e-04    0.562 0.574440    
## PC1969       2.663e-04  2.600e-04    1.024 0.306638    
## PC1970      -2.066e-04  2.711e-04   -0.762 0.446516    
## PC1971       2.270e-04  2.737e-04    0.829 0.407513    
## PC1972      -5.473e-04  2.590e-04   -2.113 0.035375 *  
## PC1973      -3.321e-04  2.653e-04   -1.252 0.211609    
## PC1974      -3.522e-04  2.702e-04   -1.304 0.193278    
## PC1975       1.656e-04  2.587e-04    0.640 0.522530    
## PC1976      -3.767e-04  2.725e-04   -1.382 0.167870    
## PC1977       1.494e-04  2.660e-04    0.562 0.574731    
## PC1978       8.833e-04  2.649e-04    3.335 0.000960 ***
## PC1979       2.870e-04  2.573e-04    1.116 0.265460    
## PC1980       4.392e-04  2.536e-04    1.732 0.084351 .  
## PC1981       4.864e-04  2.456e-04    1.981 0.048550 *  
## PC1982       4.745e-04  2.775e-04    1.710 0.088298 .  
## PC1983       3.287e-04  2.639e-04    1.246 0.213811    
## PC1984       4.390e-04  2.486e-04    1.766 0.078400 .  
## PC1985      -1.822e-04  2.612e-04   -0.698 0.485878    
## PC1986      -8.208e-05  2.465e-04   -0.333 0.739386    
## PC1987       7.231e-04  2.559e-04    2.825 0.005037 ** 
## PC1988       5.427e-04  2.638e-04    2.057 0.040494 *  
## PC1989      -3.808e-04  2.691e-04   -1.415 0.158161    
## PC1990       2.944e-04  2.626e-04    1.121 0.263153    
## PC1991      -1.780e-04  2.637e-04   -0.675 0.500262    
## PC1992       6.661e-05  2.670e-04    0.249 0.803175    
## PC1993      -4.806e-05  2.742e-04   -0.175 0.860994    
## PC1994      -3.154e-04  2.570e-04   -1.227 0.220701    
## PC1995       8.876e-05  2.639e-04    0.336 0.736827    
## PC1996      -2.115e-04  2.615e-04   -0.809 0.419294    
## PC1997      -2.592e-04  2.708e-04   -0.957 0.339210    
## PC1998       2.278e-04  2.639e-04    0.863 0.388843    
## PC1999      -3.135e-04  2.609e-04   -1.202 0.230391    
## PC2000      -1.181e-04  2.555e-04   -0.462 0.644274    
## PC2001       2.344e-04  2.546e-04    0.921 0.357989    
## PC2002       1.821e-04  2.688e-04    0.678 0.498495    
## PC2003       1.789e-05  2.678e-04    0.067 0.946781    
## PC2004       4.145e-04  2.633e-04    1.574 0.116434    
## PC2005      -2.132e-04  2.596e-04   -0.821 0.412069    
## PC2006      -1.780e-04  2.517e-04   -0.707 0.480095    
## PC2007       1.927e-04  2.732e-04    0.705 0.481247    
## PC2008      -1.124e-04  2.673e-04   -0.420 0.674443    
## PC2009      -3.755e-04  2.707e-04   -1.387 0.166444    
## PC2010      -3.202e-04  2.545e-04   -1.258 0.209290    
## PC2011      -6.107e-04  2.636e-04   -2.316 0.021199 *  
## PC2012      -7.897e-06  2.649e-04   -0.030 0.976233    
## PC2013      -4.332e-04  2.572e-04   -1.684 0.093214 .  
## PC2014      -1.061e-04  2.609e-04   -0.407 0.684414    
## PC2015       2.434e-04  2.455e-04    0.991 0.322344    
## PC2016      -2.840e-04  2.398e-04   -1.184 0.237264    
## PC2017      -3.576e-04  2.490e-04   -1.436 0.151932    
## PC2018      -3.444e-04  2.621e-04   -1.314 0.189705    
## PC2019       8.733e-05  2.582e-04    0.338 0.735426    
## PC2020      -2.036e-04  2.649e-04   -0.769 0.442582    
## PC2021       5.753e-04  2.733e-04    2.105 0.036136 *  
## PC2022      -3.360e-04  2.501e-04   -1.343 0.180219    
## PC2023      -2.127e-04  2.576e-04   -0.826 0.409541    
## PC2024      -4.322e-05  2.815e-04   -0.154 0.878055    
## PC2025      -5.056e-04  2.578e-04   -1.961 0.050792 .  
## PC2026      -3.201e-04  2.906e-04   -1.101 0.271605    
## PC2027       3.712e-04  2.498e-04    1.486 0.138406    
## PC2028       3.040e-04  2.566e-04    1.185 0.236932    
## PC2029      -1.080e-04  2.604e-04   -0.415 0.678693    
## PC2030       3.964e-04  2.615e-04    1.516 0.130621    
## PC2031      -1.765e-04  2.683e-04   -0.658 0.511147    
## PC2032       3.866e-05  2.801e-04    0.138 0.890283    
## PC2033      -9.271e-06  2.679e-04   -0.035 0.972414    
## PC2034       2.462e-04  2.738e-04    0.899 0.369256    
## PC2035       1.167e-04  2.662e-04    0.438 0.661483    
## PC2036       1.362e-04  2.749e-04    0.495 0.620744    
## PC2037      -5.887e-05  2.800e-04   -0.210 0.833599    
## PC2038      -2.248e-04  2.722e-04   -0.826 0.409407    
## PC2039       4.367e-04  2.719e-04    1.606 0.109318    
## PC2040      -2.535e-04  2.815e-04   -0.901 0.368496    
## PC2041      -4.386e-05  2.593e-04   -0.169 0.865780    
## PC2042       7.874e-05  2.689e-04    0.293 0.769822    
## PC2043       4.698e-05  2.661e-04    0.177 0.859981    
## PC2044       4.125e-04  2.672e-04    1.544 0.123715    
## PC2045       3.204e-04  2.711e-04    1.182 0.238141    
## PC2046      -2.111e-04  2.922e-04   -0.723 0.470527    
## PC2047       4.937e-04  2.649e-04    1.864 0.063280 .  
## PC2048       4.277e-04  2.563e-04    1.669 0.096144 .  
## PC2049       2.811e-04  2.471e-04    1.138 0.256169    
## PC2050      -3.459e-04  2.753e-04   -1.256 0.210000    
## PC2051       1.628e-04  2.603e-04    0.626 0.532062    
## PC2052      -1.286e-04  2.562e-04   -0.502 0.616111    
## PC2053       3.449e-04  2.839e-04    1.215 0.225457    
## PC2054      -2.086e-04  2.691e-04   -0.775 0.438813    
## PC2055       1.302e-04  2.610e-04    0.499 0.618206    
## PC2056       3.275e-04  2.653e-04    1.235 0.217845    
## PC2057       4.101e-04  2.555e-04    1.605 0.109509    
## PC2058       2.949e-04  2.661e-04    1.108 0.268643    
## PC2059       9.799e-05  2.560e-04    0.383 0.702183    
## PC2060       5.819e-04  2.667e-04    2.182 0.029877 *  
## PC2061       5.321e-04  2.639e-04    2.017 0.044629 *  
## PC2062       8.323e-05  2.688e-04    0.310 0.757075    
## PC2063      -6.233e-05  2.820e-04   -0.221 0.825211    
## PC2064       9.428e-05  2.693e-04    0.350 0.726543    
## PC2065      -5.212e-04  2.603e-04   -2.003 0.046107 *  
## PC2066      -1.915e-04  2.627e-04   -0.729 0.466607    
## PC2067       4.668e-04  2.598e-04    1.797 0.073353 .  
## PC2068       1.183e-04  2.581e-04    0.459 0.646918    
## PC2069      -6.014e-04  2.641e-04   -2.277 0.023471 *  
## PC2070      -3.656e-04  2.604e-04   -1.404 0.161384    
## PC2071       1.150e-04  2.842e-04    0.405 0.686045    
## PC2072      -1.740e-04  2.485e-04   -0.700 0.484515    
## PC2073      -1.832e-04  2.741e-04   -0.668 0.504382    
## PC2074      -2.895e-04  2.445e-04   -1.184 0.237286    
## PC2075      -6.135e-05  2.780e-04   -0.221 0.825520    
## PC2076       4.439e-04  2.487e-04    1.785 0.075330 .  
## PC2077      -3.413e-04  2.604e-04   -1.311 0.190907    
## PC2078       1.645e-05  2.729e-04    0.060 0.951973    
## PC2079      -8.677e-05  2.672e-04   -0.325 0.745653    
## PC2080       4.067e-04  2.691e-04    1.511 0.131746    
## PC2081       5.984e-04  2.808e-04    2.131 0.033894 *  
## PC2082       3.362e-05  2.577e-04    0.130 0.896296    
## PC2083      -9.744e-05  2.677e-04   -0.364 0.716149    
## PC2084      -1.696e-04  2.554e-04   -0.664 0.507077    
## PC2085      -1.484e-04  2.695e-04   -0.550 0.582401    
## PC2086      -8.223e-04  2.502e-04   -3.286 0.001135 ** 
## PC2087       2.399e-04  2.766e-04    0.867 0.386538    
## PC2088       4.032e-04  2.639e-04    1.528 0.127635    
## PC2089       1.745e-04  2.482e-04    0.703 0.482504    
## PC2090      -3.797e-05  2.749e-04   -0.138 0.890242    
## PC2091       2.460e-05  2.479e-04    0.099 0.921022    
## PC2092      -3.983e-04  2.450e-04   -1.626 0.105081    
## PC2093      -2.534e-04  2.575e-04   -0.984 0.325754    
## PC2094       5.862e-04  2.737e-04    2.142 0.033010 *  
## PC2095       1.854e-04  2.663e-04    0.696 0.486919    
## PC2096      -2.241e-04  2.515e-04   -0.891 0.373619    
## PC2097      -1.032e-04  2.501e-04   -0.413 0.680008    
## PC2098      -4.109e-04  2.912e-04   -1.411 0.159350    
## PC2099      -3.328e-04  2.607e-04   -1.277 0.202650    
## PC2100       2.682e-04  2.720e-04    0.986 0.324846    
## PC2101       3.245e-04  2.619e-04    1.239 0.216249    
## PC2102       2.075e-04  2.593e-04    0.800 0.424280    
## PC2103      -2.236e-04  2.914e-04   -0.767 0.443556    
## PC2104       9.465e-05  2.538e-04    0.373 0.709485    
## PC2105      -3.851e-04  2.718e-04   -1.417 0.157565    
## PC2106       6.731e-04  2.587e-04    2.601 0.009740 ** 
## PC2107       8.415e-05  2.837e-04    0.297 0.766973    
## PC2108       9.112e-04  2.655e-04    3.432 0.000682 ***
## PC2109      -2.378e-04  2.584e-04   -0.920 0.358056    
## PC2110      -2.384e-04  2.790e-04   -0.855 0.393465    
## PC2111       3.154e-05  2.725e-04    0.116 0.907920    
## PC2112      -1.119e-05  2.670e-04   -0.042 0.966600    
## PC2113       8.797e-05  2.494e-04    0.353 0.724594    
## PC2114       7.698e-05  2.832e-04    0.272 0.785951    
## PC2115      -3.426e-04  2.686e-04   -1.275 0.203164    
## PC2116       3.570e-07  2.676e-04    0.001 0.998936    
## PC2117       1.021e-04  2.830e-04    0.361 0.718592    
## PC2118       1.308e-04  2.428e-04    0.539 0.590362    
## PC2119       6.407e-04  2.706e-04    2.368 0.018530 *  
## PC2120       9.039e-05  2.648e-04    0.341 0.733057    
## PC2121      -3.090e-04  2.721e-04   -1.136 0.256939    
## PC2122       8.306e-05  2.640e-04    0.315 0.753309    
## PC2123       2.503e-04  2.606e-04    0.961 0.337494    
## PC2124      -2.531e-04  2.785e-04   -0.909 0.364107    
## PC2125       5.780e-04  2.451e-04    2.359 0.018979 *  
## PC2126      -3.570e-04  2.464e-04   -1.449 0.148368    
## PC2127       2.396e-05  2.740e-04    0.087 0.930382    
## PC2128      -6.446e-04  2.833e-04   -2.275 0.023606 *  
## PC2129       1.065e-04  2.730e-04    0.390 0.696857    
## PC2130      -6.747e-04  2.723e-04   -2.478 0.013764 *  
## PC2131       6.678e-04  2.720e-04    2.455 0.014637 *  
## PC2132      -3.852e-04  2.839e-04   -1.357 0.175930    
## PC2133       4.747e-05  2.622e-04    0.181 0.856453    
## PC2134      -9.835e-06  2.692e-04   -0.037 0.970881    
## PC2135      -1.450e-04  2.625e-04   -0.552 0.581104    
## PC2136      -4.559e-04  2.705e-04   -1.685 0.092956 .  
## PC2137       7.520e-04  2.576e-04    2.919 0.003778 ** 
## PC2138      -2.075e-04  2.608e-04   -0.796 0.426910    
## PC2139      -3.253e-04  2.616e-04   -1.244 0.214599    
## PC2140      -7.090e-04  2.644e-04   -2.682 0.007727 ** 
## PC2141       2.570e-04  2.864e-04    0.898 0.370153    
## PC2142      -1.901e-04  2.653e-04   -0.717 0.474121    
## PC2143       2.835e-04  2.833e-04    1.000 0.317897    
## PC2144       4.554e-04  2.606e-04    1.747 0.081609 .  
## PC2145      -9.269e-05  2.581e-04   -0.359 0.719790    
## PC2146      -2.338e-04  2.636e-04   -0.887 0.375789    
## PC2147       4.150e-04  2.509e-04    1.654 0.099124 .  
## PC2148      -3.921e-04  2.701e-04   -1.452 0.147558    
## PC2149       5.704e-04  2.827e-04    2.018 0.044514 *  
## PC2150      -9.563e-05  2.349e-04   -0.407 0.684219    
## PC2151       5.174e-04  2.620e-04    1.975 0.049216 *  
## PC2152       2.275e-05  2.714e-04    0.084 0.933252    
## PC2153       3.674e-04  2.723e-04    1.349 0.178285    
## PC2154       2.931e-04  2.665e-04    1.100 0.272284    
## PC2155       4.688e-04  2.726e-04    1.719 0.086555 .  
## PC2156       9.006e-06  2.738e-04    0.033 0.973780    
## PC2157      -8.348e-05  2.697e-04   -0.310 0.757108    
## PC2158      -1.052e-05  2.703e-04   -0.039 0.968963    
## PC2159       6.964e-04  2.684e-04    2.595 0.009919 ** 
## PC2160       8.331e-04  2.716e-04    3.068 0.002350 ** 
## PC2161      -8.334e-05  2.702e-04   -0.308 0.757949    
## PC2162      -1.387e-04  2.902e-04   -0.478 0.632983    
## PC2163      -6.289e-04  2.729e-04   -2.305 0.021846 *  
## PC2164       1.492e-04  2.662e-04    0.561 0.575535    
## PC2165      -3.986e-04  2.637e-04   -1.511 0.131720    
## PC2166       7.274e-05  2.808e-04    0.259 0.795785    
## PC2167      -1.710e-05  2.486e-04   -0.069 0.945204    
## PC2168       3.980e-04  2.721e-04    1.463 0.144534    
## PC2169       7.636e-05  2.720e-04    0.281 0.779078    
## PC2170      -3.563e-05  2.682e-04   -0.133 0.894407    
## PC2171       1.636e-05  2.466e-04    0.066 0.947151    
## PC2172       4.882e-05  2.795e-04    0.175 0.861465    
## PC2173      -7.380e-04  2.698e-04   -2.736 0.006594 ** 
## PC2174       6.985e-05  2.811e-04    0.248 0.803938    
## PC2175       2.607e-04  2.750e-04    0.948 0.343957    
## PC2176       4.779e-04  2.582e-04    1.850 0.065221 .  
## PC2177      -3.062e-04  2.635e-04   -1.162 0.246008    
## PC2178       7.684e-05  2.649e-04    0.290 0.771965    
## PC2179       2.203e-04  2.773e-04    0.794 0.427549    
## PC2180      -5.151e-04  2.683e-04   -1.920 0.055840 .  
## PC2181      -2.106e-04  2.741e-04   -0.768 0.442865    
## PC2182       9.231e-05  2.884e-04    0.320 0.749145    
## PC2183      -4.233e-04  2.530e-04   -1.673 0.095408 .  
## PC2184       3.028e-04  2.773e-04    1.092 0.275682    
## PC2185      -1.746e-04  2.550e-04   -0.685 0.494140    
## PC2186       8.984e-05  2.622e-04    0.343 0.732069    
## PC2187       4.343e-04  2.473e-04    1.757 0.080006 .  
## PC2188      -3.712e-04  2.787e-04   -1.332 0.183844    
## PC2189      -1.221e-04  2.685e-04   -0.455 0.649653    
## PC2190       7.572e-04  2.819e-04    2.686 0.007621 ** 
## PC2191      -1.269e-04  2.576e-04   -0.493 0.622639    
## PC2192       2.041e-04  2.589e-04    0.788 0.431175    
## PC2193      -1.065e-04  2.783e-04   -0.383 0.702201    
## PC2194       8.850e-04  2.709e-04    3.267 0.001210 ** 
## PC2195       1.595e-04  2.687e-04    0.594 0.553197    
## PC2196      -1.411e-04  2.650e-04   -0.532 0.594848    
## PC2197       3.757e-04  2.698e-04    1.393 0.164717    
## PC2198       5.379e-05  2.702e-04    0.199 0.842352    
## PC2199      -7.557e-04  2.796e-04   -2.703 0.007258 ** 
## PC2200       4.973e-04  2.702e-04    1.840 0.066675 .  
## PC2201      -1.049e-04  2.761e-04   -0.380 0.704250    
## PC2202      -3.067e-04  2.498e-04   -1.228 0.220485    
## PC2203      -3.047e-04  2.556e-04   -1.192 0.234170    
## PC2204       1.003e-04  2.650e-04    0.378 0.705485    
## PC2205       1.068e-04  2.790e-04    0.383 0.702056    
## PC2206       4.874e-04  2.570e-04    1.896 0.058871 .  
## PC2207      -2.254e-04  2.708e-04   -0.833 0.405732    
## PC2208       1.113e-04  2.651e-04    0.420 0.674838    
## PC2209       1.141e-04  2.850e-04    0.400 0.689346    
## PC2210       1.893e-04  2.582e-04    0.733 0.464187    
## PC2211      -1.111e-04  2.570e-04   -0.432 0.665880    
## PC2212       4.570e-04  2.482e-04    1.841 0.066594 .  
## PC2213      -4.156e-04  2.507e-04   -1.658 0.098399 .  
## PC2214      -1.075e-04  2.676e-04   -0.402 0.688234    
## PC2215       1.488e-04  2.738e-04    0.544 0.587110    
## PC2216      -6.019e-04  2.528e-04   -2.381 0.017860 *  
## PC2217      -4.490e-04  2.635e-04   -1.704 0.089384 .  
## PC2218      -4.336e-04  2.682e-04   -1.617 0.107003    
## PC2219      -4.264e-04  2.538e-04   -1.680 0.093995 .  
## PC2220      -4.261e-04  2.712e-04   -1.572 0.117098    
## PC2221      -4.672e-04  2.677e-04   -1.745 0.081944 .  
## PC2222       2.558e-04  2.643e-04    0.968 0.333876    
## PC2223      -1.862e-04  2.756e-04   -0.676 0.499856    
## PC2224      -1.717e-04  2.694e-04   -0.637 0.524294    
## PC2225      -4.729e-04  2.749e-04   -1.720 0.086401 .  
## PC2226      -2.030e-05  2.776e-04   -0.073 0.941750    
## PC2227      -8.493e-04  2.762e-04   -3.075 0.002294 ** 
## PC2228      -4.710e-05  2.830e-04   -0.166 0.867895    
## PC2229      -1.239e-04  2.880e-04   -0.430 0.667301    
## PC2230       5.482e-05  2.734e-04    0.201 0.841195    
## PC2231       3.163e-05  2.682e-04    0.118 0.906212    
## PC2232       6.579e-04  2.543e-04    2.587 0.010136 *  
## PC2233       2.462e-04  2.668e-04    0.923 0.356871    
## PC2234       1.977e-04  2.628e-04    0.752 0.452430    
## PC2235      -2.238e-04  2.492e-04   -0.898 0.369827    
## PC2236      -2.522e-04  2.715e-04   -0.929 0.353590    
## PC2237      -1.006e-04  2.674e-04   -0.376 0.707110    
## PC2238      -3.004e-04  2.816e-04   -1.067 0.286984    
## PC2239       6.725e-04  2.714e-04    2.478 0.013754 *  
## PC2240      -1.950e-05  2.618e-04   -0.074 0.940662    
## PC2241      -2.187e-04  2.919e-04   -0.749 0.454417    
## PC2242       4.537e-04  2.757e-04    1.646 0.100884    
## PC2243      -1.320e-04  2.689e-04   -0.491 0.623929    
## PC2244      -2.391e-04  2.894e-04   -0.826 0.409395    
## PC2245      -2.128e-05  2.831e-04   -0.075 0.940139    
## PC2246      -6.340e-04  2.665e-04   -2.379 0.017964 *  
## PC2247       6.605e-04  2.726e-04    2.423 0.015989 *  
## PC2248      -4.836e-04  2.738e-04   -1.766 0.078345 .  
## PC2249      -5.978e-04  2.746e-04   -2.177 0.030241 *  
## PC2250      -1.806e-04  2.725e-04   -0.663 0.507889    
## PC2251       3.394e-04  2.569e-04    1.321 0.187509    
## PC2252      -4.726e-04  2.771e-04   -1.706 0.089124 .  
## PC2253      -6.140e-04  2.904e-04   -2.115 0.035285 *  
## PC2254       7.024e-04  2.646e-04    2.655 0.008360 ** 
## PC2255       3.870e-04  2.761e-04    1.402 0.162013    
## PC2256       2.093e-04  2.691e-04    0.778 0.437199    
## PC2257      -1.552e-04  2.689e-04   -0.577 0.564190    
## PC2258       2.540e-04  2.721e-04    0.933 0.351441    
## PC2259       8.743e-05  2.829e-04    0.309 0.757470    
## PC2260      -4.249e-04  2.702e-04   -1.573 0.116871    
## PC2261      -6.281e-04  2.802e-04   -2.241 0.025729 *  
## PC2262      -1.409e-04  2.543e-04   -0.554 0.580061    
## PC2263       2.654e-04  2.932e-04    0.905 0.366042    
## PC2264       1.945e-04  2.729e-04    0.713 0.476608    
## PC2265       3.734e-04  2.714e-04    1.376 0.169876    
## PC2266      -1.396e-04  2.730e-04   -0.511 0.609488    
## PC2267       2.518e-04  2.600e-04    0.968 0.333597    
## PC2268       1.372e-04  2.677e-04    0.513 0.608589    
## PC2269       7.066e-04  2.694e-04    2.623 0.009150 ** 
## PC2270      -6.030e-04  2.750e-04   -2.193 0.029075 *  
## PC2271      -1.916e-04  2.692e-04   -0.712 0.477178    
## PC2272       4.226e-05  2.629e-04    0.161 0.872411    
## PC2273       3.087e-04  2.698e-04    1.144 0.253546    
## PC2274       3.340e-04  2.775e-04    1.204 0.229659    
## PC2275      -3.630e-04  2.633e-04   -1.379 0.169053    
## PC2276      -3.373e-04  2.674e-04   -1.262 0.208083    
## PC2277      -3.121e-04  2.706e-04   -1.153 0.249647    
## PC2278       7.379e-04  2.546e-04    2.898 0.004031 ** 
## PC2279      -8.792e-05  2.647e-04   -0.332 0.739996    
## PC2280       4.425e-04  2.881e-04    1.536 0.125540    
## PC2281      -4.069e-04  2.689e-04   -1.513 0.131282    
## PC2282      -3.870e-04  2.544e-04   -1.522 0.129149    
## PC2283      -3.109e-04  2.581e-04   -1.205 0.229300    
## PC2284      -3.413e-04  2.875e-04   -1.187 0.236090    
## PC2285       1.088e-04  2.829e-04    0.385 0.700669    
## PC2286      -3.524e-05  2.800e-04   -0.126 0.899909    
## PC2287      -1.579e-04  2.859e-04   -0.552 0.581233    
## PC2288       8.629e-06  2.763e-04    0.031 0.975102    
## PC2289       2.794e-04  2.810e-04    0.994 0.320984    
## PC2290       7.417e-04  3.012e-04    2.462 0.014367 *  
## PC2291       7.508e-05  2.721e-04    0.276 0.782799    
## PC2292      -2.033e-04  2.645e-04   -0.769 0.442764    
## PC2293       6.513e-04  2.804e-04    2.322 0.020876 *  
## PC2294      -3.546e-04  2.625e-04   -1.351 0.177812    
## PC2295      -3.365e-04  2.768e-04   -1.216 0.225008    
## PC2296      -3.923e-04  2.743e-04   -1.430 0.153613    
## PC2297       2.612e-05  2.625e-04    0.100 0.920780    
## PC2298       1.292e-04  3.023e-04    0.427 0.669467    
## PC2299      -4.028e-05  2.512e-04   -0.160 0.872722    
## PC2300       1.500e-04  2.723e-04    0.551 0.582138    
## PC2301       1.125e-04  2.577e-04    0.437 0.662783    
## PC2302      -4.592e-04  2.583e-04   -1.778 0.076444 .  
## PC2303       3.273e-04  2.862e-04    1.143 0.253772    
## PC2304      -2.672e-04  2.696e-04   -0.991 0.322482    
## PC2305      -1.763e-04  2.698e-04   -0.653 0.514062    
## PC2306      -4.172e-04  2.680e-04   -1.557 0.120517    
## PC2307       5.234e-04  2.689e-04    1.946 0.052527 .  
## PC2308      -4.430e-04  2.896e-04   -1.530 0.127127    
## PC2309       2.491e-04  2.831e-04    0.880 0.379662    
## PC2310      -1.239e-04  2.670e-04   -0.464 0.642875    
## PC2311       1.993e-05  2.775e-04    0.072 0.942811    
## PC2312      -1.974e-04  2.777e-04   -0.711 0.477792    
## PC2313      -3.212e-04  2.886e-04   -1.113 0.266696    
## PC2314       8.509e-07  2.731e-04    0.003 0.997516    
## PC2315       3.679e-05  2.507e-04    0.147 0.883411    
## PC2316      -4.510e-04  2.618e-04   -1.723 0.085990 .  
## PC2317      -4.387e-04  2.748e-04   -1.596 0.111509    
## PC2318       2.233e-04  2.716e-04    0.822 0.411620    
## PC2319      -1.569e-04  2.647e-04   -0.593 0.553733    
## PC2320       1.814e-04  2.670e-04    0.679 0.497513    
## PC2321      -4.644e-04  2.740e-04   -1.695 0.091161 .  
## PC2322      -1.034e-04  2.879e-04   -0.359 0.719749    
## PC2323      -4.428e-04  2.704e-04   -1.637 0.102606    
## PC2324      -2.630e-04  2.704e-04   -0.973 0.331499    
## PC2325       5.185e-04  2.972e-04    1.745 0.081996 .  
## PC2326      -5.393e-04  2.703e-04   -1.995 0.046938 *  
## PC2327       8.565e-04  2.620e-04    3.269 0.001201 ** 
## PC2328       2.644e-04  2.697e-04    0.980 0.327674    
## PC2329       8.427e-05  2.696e-04    0.313 0.754816    
## PC2330       1.748e-04  2.819e-04    0.620 0.535551    
## PC2331       1.624e-04  2.560e-04    0.634 0.526384    
## PC2332       5.352e-04  2.875e-04    1.862 0.063586 .  
## PC2333       4.905e-04  2.677e-04    1.833 0.067845 .  
## PC2334      -1.432e-04  2.844e-04   -0.504 0.614935    
## PC2335       1.678e-04  2.786e-04    0.602 0.547525    
## PC2336      -2.665e-04  2.761e-04   -0.965 0.335266    
## PC2337      -1.982e-04  2.591e-04   -0.765 0.444961    
## PC2338      -3.463e-04  2.727e-04   -1.270 0.205063    
## PC2339      -3.994e-04  2.712e-04   -1.473 0.141911    
## PC2340       2.596e-04  2.941e-04    0.883 0.378177    
## PC2341       2.648e-04  2.802e-04    0.945 0.345347    
## PC2342       5.337e-04  2.648e-04    2.016 0.044697 *  
## PC2343      -2.771e-04  2.624e-04   -1.056 0.291839    
## PC2344      -1.103e-04  2.589e-04   -0.426 0.670305    
## PC2345       1.964e-05  2.763e-04    0.071 0.943384    
## PC2346       1.810e-04  2.714e-04    0.667 0.505219    
## PC2347      -8.305e-05  2.793e-04   -0.297 0.766428    
## PC2348       2.986e-04  2.801e-04    1.066 0.287235    
## PC2349       9.840e-05  2.916e-04    0.337 0.736044    
## PC2350       3.664e-04  2.515e-04    1.457 0.146253    
## PC2351       2.647e-04  2.523e-04    1.049 0.294870    
## PC2352       2.533e-04  2.531e-04    1.001 0.317741    
## PC2353      -8.863e-06  2.759e-04   -0.032 0.974397    
## PC2354      -2.892e-04  2.515e-04   -1.150 0.251220    
## PC2355       1.758e-04  2.845e-04    0.618 0.537227    
## PC2356      -1.963e-04  2.605e-04   -0.754 0.451623    
## PC2357      -4.901e-05  2.693e-04   -0.182 0.855730    
## PC2358       3.279e-04  2.772e-04    1.183 0.237852    
## PC2359      -2.350e-04  2.673e-04   -0.879 0.380106    
## PC2360      -4.887e-04  2.555e-04   -1.913 0.056717 .  
## PC2361      -2.917e-05  2.710e-04   -0.108 0.914345    
## PC2362       7.216e-04  2.919e-04    2.472 0.013974 *  
## PC2363      -4.732e-04  2.725e-04   -1.736 0.083522 .  
## PC2364      -3.029e-04  2.684e-04   -1.129 0.259945    
## PC2365       7.714e-04  2.919e-04    2.643 0.008652 ** 
## PC2366       8.253e-05  2.616e-04    0.315 0.752604    
## PC2367      -3.188e-04  2.661e-04   -1.198 0.231928    
## PC2368      -5.696e-04  2.836e-04   -2.009 0.045448 *  
## PC2369      -3.309e-05  2.683e-04   -0.123 0.901936    
## PC2370       3.600e-04  2.899e-04    1.242 0.215286    
## PC2371      -2.991e-04  2.740e-04   -1.092 0.275821    
## PC2372      -9.506e-05  2.752e-04   -0.345 0.730059    
## PC2373       9.585e-07  2.848e-04    0.003 0.997317    
## PC2374      -8.175e-06  2.674e-04   -0.031 0.975631    
## PC2375      -3.377e-04  2.766e-04   -1.221 0.223201    
## PC2376       1.750e-04  2.786e-04    0.628 0.530476    
## PC2377       4.409e-04  2.540e-04    1.735 0.083702 .  
## PC2378       3.181e-04  2.834e-04    1.123 0.262428    
## PC2379       2.660e-04  2.627e-04    1.013 0.311975    
## PC2380       1.082e-04  2.776e-04    0.390 0.696897    
## PC2381      -2.652e-04  2.938e-04   -0.903 0.367451    
## PC2382       1.221e-04  2.617e-04    0.467 0.641023    
## PC2383       3.200e-04  2.827e-04    1.132 0.258459    
## PC2384      -6.438e-04  2.559e-04   -2.516 0.012383 *  
## PC2385       2.440e-04  2.821e-04    0.865 0.387780    
## PC2386      -1.998e-04  2.707e-04   -0.738 0.461197    
## PC2387      -9.131e-05  2.681e-04   -0.341 0.733673    
## PC2388      -5.763e-04  2.806e-04   -2.054 0.040851 *  
## PC2389      -4.133e-04  2.622e-04   -1.576 0.116057    
## PC2390      -1.925e-04  2.796e-04   -0.689 0.491637    
## PC2391       9.558e-04  3.015e-04    3.170 0.001679 ** 
## PC2392      -5.528e-05  2.689e-04   -0.206 0.837239    
## PC2393       2.822e-04  2.715e-04    1.040 0.299343    
## PC2394      -8.034e-05  2.696e-04   -0.298 0.765868    
## PC2395       3.978e-04  2.693e-04    1.478 0.140572    
## PC2396      -1.696e-05  2.833e-04   -0.060 0.952303    
## PC2397       6.248e-04  2.930e-04    2.133 0.033766 *  
## PC2398       4.744e-04  2.544e-04    1.865 0.063199 .  
## PC2399      -3.655e-04  2.747e-04   -1.330 0.184389    
## PC2400      -2.534e-04  2.729e-04   -0.928 0.353906    
## PC2401       2.447e-04  2.616e-04    0.936 0.350249    
## PC2402      -3.407e-04  2.793e-04   -1.220 0.223409    
## PC2403       4.780e-04  2.827e-04    1.691 0.091829 .  
## PC2404      -4.124e-04  2.780e-04   -1.483 0.139015    
## PC2405       5.750e-05  2.719e-04    0.211 0.832683    
## PC2406       1.284e-04  2.902e-04    0.443 0.658337    
## PC2407      -1.722e-05  2.589e-04   -0.066 0.947026    
## PC2408      -6.622e-04  2.785e-04   -2.378 0.018050 *  
## PC2409       4.376e-04  2.752e-04    1.590 0.112817    
## PC2410      -4.551e-05  2.918e-04   -0.156 0.876141    
## PC2411       3.529e-04  2.751e-04    1.283 0.200544    
## PC2412      -1.894e-05  2.878e-04   -0.066 0.947566    
## PC2413       6.362e-05  2.632e-04    0.242 0.809179    
## PC2414       2.414e-04  2.839e-04    0.850 0.395896    
## PC2415      -1.564e-04  2.664e-04   -0.587 0.557705    
## PC2416      -4.175e-04  2.682e-04   -1.556 0.120644    
## PC2417      -4.476e-04  2.632e-04   -1.700 0.090074 .  
## PC2418      -2.048e-04  2.747e-04   -0.745 0.456645    
## PC2419      -3.318e-04  2.747e-04   -1.208 0.227982    
## PC2420       4.139e-04  2.770e-04    1.494 0.136120    
## PC2421       3.840e-04  2.676e-04    1.435 0.152336    
## PC2422      -4.340e-04  2.704e-04   -1.605 0.109546    
## PC2423      -2.998e-04  2.784e-04   -1.077 0.282378    
## PC2424      -2.032e-04  2.812e-04   -0.723 0.470486    
## PC2425       2.444e-04  2.595e-04    0.942 0.347113    
## PC2426      -2.907e-04  2.668e-04   -1.090 0.276760    
## PC2427       4.238e-07  2.777e-04    0.002 0.998783    
## PC2428      -3.676e-04  2.810e-04   -1.308 0.191892    
## PC2429       1.285e-05  2.913e-04    0.044 0.964834    
## PC2430       4.072e-04  2.713e-04    1.501 0.134424    
## PC2431       1.170e-04  2.674e-04    0.438 0.661878    
## PC2432       1.009e-03  2.892e-04    3.490 0.000554 ***
## PC2433       1.651e-04  2.865e-04    0.576 0.564807    
## PC2434       1.792e-04  2.561e-04    0.700 0.484517    
## PC2435      -4.878e-04  2.757e-04   -1.769 0.077823 .  
## PC2436      -8.784e-04  2.637e-04   -3.331 0.000973 ***
## PC2437       1.878e-04  2.618e-04    0.718 0.473566    
## PC2438      -1.124e-04  2.618e-04   -0.429 0.667895    
## PC2439       1.075e-03  2.940e-04    3.656 0.000302 ***
## PC2440       1.896e-04  2.583e-04    0.734 0.463481    
## PC2441      -3.551e-04  2.635e-04   -1.348 0.178724    
## PC2442       6.562e-04  2.762e-04    2.376 0.018146 *  
## PC2443      -3.635e-05  2.668e-04   -0.136 0.891709    
## PC2444      -2.644e-04  2.859e-04   -0.925 0.355804    
## PC2445      -1.585e-05  2.812e-04   -0.056 0.955083    
## PC2446      -4.307e-04  2.759e-04   -1.561 0.119487    
## PC2447       4.022e-04  2.706e-04    1.487 0.138177    
## PC2448      -3.128e-04  2.726e-04   -1.148 0.252048    
## PC2449       4.337e-04  2.748e-04    1.578 0.115566    
## PC2450       1.654e-05  2.946e-04    0.056 0.955273    
## PC2451       2.947e-04  2.773e-04    1.063 0.288778    
## PC2452      -1.881e-04  2.711e-04   -0.694 0.488455    
## PC2453      -1.963e-04  2.939e-04   -0.668 0.504607    
## PC2454      -4.091e-04  2.801e-04   -1.461 0.145141    
## PC2455       1.990e-04  2.910e-04    0.684 0.494677    
## PC2456       3.945e-04  2.901e-04    1.360 0.174968    
## PC2457      -3.660e-04  2.611e-04   -1.402 0.161931    
## PC2458      -1.106e-04  2.720e-04   -0.407 0.684488    
## PC2459      -9.430e-04  2.622e-04   -3.596 0.000377 ***
## PC2460      -3.394e-04  2.835e-04   -1.197 0.232142    
## PC2461      -6.630e-04  2.732e-04   -2.427 0.015818 *  
## PC2462      -2.412e-04  2.922e-04   -0.826 0.409732    
## PC2463      -1.365e-04  2.906e-04   -0.470 0.638891    
## PC2464       2.155e-04  2.882e-04    0.748 0.455171    
## PC2465      -2.901e-04  2.784e-04   -1.042 0.298183    
## PC2466       1.035e-04  2.691e-04    0.385 0.700656    
## PC2467       4.329e-04  2.825e-04    1.532 0.126452    
## PC2468       1.554e-04  2.778e-04    0.560 0.576229    
## PC2469      -2.456e-04  2.720e-04   -0.903 0.367296    
## PC2470      -3.230e-04  2.748e-04   -1.175 0.240792    
## PC2471      -2.377e-05  2.836e-04   -0.084 0.933273    
## PC2472      -5.290e-05  2.725e-04   -0.194 0.846234    
## PC2473       2.624e-04  2.833e-04    0.926 0.355210    
## PC2474      -2.319e-04  2.916e-04   -0.795 0.427240    
## PC2475      -5.368e-04  2.912e-04   -1.843 0.066272 .  
## PC2476      -3.704e-04  2.849e-04   -1.300 0.194506    
## PC2477       5.633e-04  2.864e-04    1.967 0.050089 .  
## PC2478      -1.066e-04  2.828e-04   -0.377 0.706347    
## PC2479       3.517e-04  2.980e-04    1.180 0.238866    
## PC2480      -7.220e-04  2.844e-04   -2.538 0.011636 *  
## PC2481      -1.891e-04  2.743e-04   -0.690 0.491021    
## PC2482       1.900e-04  2.848e-04    0.667 0.505131    
## PC2483       3.569e-04  2.784e-04    1.282 0.200787    
## PC2484       1.328e-04  2.756e-04    0.482 0.630233    
## PC2485       5.515e-04  2.731e-04    2.019 0.044324 *  
## PC2486      -2.343e-04  2.733e-04   -0.857 0.391899    
## PC2487       2.067e-04  2.766e-04    0.747 0.455483    
## PC2488      -2.240e-04  2.625e-04   -0.853 0.394162    
## PC2489      -7.954e-05  2.647e-04   -0.300 0.764018    
## PC2490       5.832e-04  2.793e-04    2.088 0.037616 *  
## PC2491       2.365e-04  2.508e-04    0.943 0.346327    
## PC2492      -1.431e-05  2.916e-04   -0.049 0.960884    
## PC2493      -2.684e-04  2.778e-04   -0.966 0.334796    
## PC2494      -3.219e-04  2.676e-04   -1.203 0.229797    
## PC2495       4.271e-04  2.867e-04    1.490 0.137353    
## PC2496       1.117e-04  2.755e-04    0.405 0.685550    
## PC2497       1.217e-04  2.666e-04    0.456 0.648369    
## PC2498       5.088e-04  2.934e-04    1.734 0.083858 .  
## PC2499       1.550e-04  2.883e-04    0.538 0.591241    
## PC2500       5.155e-04  2.685e-04    1.920 0.055763 .  
## PC2501      -3.601e-04  2.710e-04   -1.329 0.184964    
## PC2502       3.637e-04  2.885e-04    1.261 0.208423    
## PC2503       6.056e-05  2.671e-04    0.227 0.820778    
## PC2504      -6.297e-04  2.867e-04   -2.196 0.028828 *  
## PC2505       6.069e-04  2.790e-04    2.176 0.030355 *  
## PC2506      -2.253e-04  2.820e-04   -0.799 0.425043    
## PC2507       7.829e-04  2.611e-04    2.999 0.002934 ** 
## PC2508      -6.397e-04  2.754e-04   -2.323 0.020859 *  
## PC2509       1.035e-04  2.717e-04    0.381 0.703540    
## PC2510      -4.805e-04  2.711e-04   -1.772 0.077353 .  
## PC2511      -3.645e-04  2.758e-04   -1.321 0.187403    
## PC2512       8.153e-05  2.748e-04    0.297 0.766918    
## PC2513       1.582e-04  2.788e-04    0.567 0.570989    
## PC2514      -1.567e-04  2.547e-04   -0.615 0.538720    
## PC2515      -2.158e-04  2.950e-04   -0.731 0.465153    
## PC2516      -9.289e-06  2.668e-04   -0.035 0.972253    
## PC2517      -6.114e-04  2.670e-04   -2.290 0.022714 *  
## PC2518       1.855e-04  2.713e-04    0.684 0.494729    
## PC2519      -1.872e-04  2.830e-04   -0.662 0.508746    
## PC2520      -2.174e-04  2.822e-04   -0.771 0.441566    
## PC2521       5.209e-04  2.723e-04    1.913 0.056701 .  
## PC2522      -3.453e-04  2.845e-04   -1.214 0.225773    
## PC2523      -1.784e-04  2.764e-04   -0.645 0.519175    
## PC2524       1.131e-04  2.791e-04    0.405 0.685591    
## PC2525      -3.350e-05  2.959e-04   -0.113 0.909952    
## PC2526      -3.637e-04  2.768e-04   -1.314 0.189825    
## PC2527      -1.752e-04  2.786e-04   -0.629 0.529823    
## PC2528       8.765e-05  2.821e-04    0.311 0.756224    
## PC2529       2.782e-04  2.724e-04    1.021 0.307872    
## PC2530       1.236e-04  2.823e-04    0.438 0.661852    
## PC2531      -3.099e-04  2.946e-04   -1.052 0.293704    
## PC2532      -6.281e-04  2.702e-04   -2.324 0.020763 *  
## PC2533       5.395e-04  2.909e-04    1.855 0.064635 .  
## PC2534      -6.651e-04  2.742e-04   -2.426 0.015869 *  
## PC2535      -3.981e-04  2.677e-04   -1.487 0.138031    
## PC2536      -9.753e-05  2.783e-04   -0.350 0.726215    
## PC2537       3.298e-05  2.879e-04    0.115 0.908881    
## PC2538      -4.668e-04  2.710e-04   -1.723 0.085972 .  
## PC2539       3.332e-04  2.808e-04    1.187 0.236350    
## PC2540       5.630e-04  2.610e-04    2.157 0.031777 *  
## PC2541      -2.376e-04  2.622e-04   -0.906 0.365510    
## PC2542       6.700e-04  2.829e-04    2.369 0.018469 *  
## PC2543      -1.331e-07  2.827e-04    0.000 0.999625    
## PC2544      -7.232e-04  2.834e-04   -2.552 0.011217 *  
## PC2545       1.433e-04  2.658e-04    0.539 0.590299    
## PC2546      -9.447e-04  2.818e-04   -3.352 0.000904 ***
## PC2547       9.919e-05  2.731e-04    0.363 0.716755    
## PC2548       6.169e-05  2.786e-04    0.221 0.824924    
## PC2549       9.625e-04  2.763e-04    3.484 0.000567 ***
## PC2550       3.010e-05  2.610e-04    0.115 0.908284    
## PC2551      -1.273e-04  2.792e-04   -0.456 0.648786    
## PC2552       2.503e-04  2.706e-04    0.925 0.355701    
## PC2553       3.403e-04  2.621e-04    1.298 0.195152    
## PC2554       7.533e-05  2.710e-04    0.278 0.781238    
## PC2555       6.292e-04  2.813e-04    2.237 0.026042 *  
## PC2556      -8.975e-05  2.733e-04   -0.328 0.742839    
## PC2557      -1.520e-04  2.703e-04   -0.562 0.574386    
## PC2558      -1.265e-04  2.908e-04   -0.435 0.663829    
## PC2559      -1.609e-04  2.848e-04   -0.565 0.572472    
## PC2560      -2.329e-04  2.678e-04   -0.870 0.385174    
## PC2561      -3.313e-04  2.757e-04   -1.202 0.230403    
## PC2562       3.656e-04  2.596e-04    1.408 0.160111    
## PC2563       3.956e-05  2.741e-04    0.144 0.885347    
## PC2564      -7.550e-04  2.781e-04   -2.715 0.007017 ** 
## PC2565      -1.912e-04  2.695e-04   -0.709 0.478662    
## PC2566      -1.910e-04  2.912e-04   -0.656 0.512325    
## PC2567      -3.128e-04  2.602e-04   -1.202 0.230240    
## PC2568      -1.017e-04  3.035e-04   -0.335 0.737760    
## PC2569      -1.086e-03  2.772e-04   -3.917 0.000111 ***
## PC2570       2.383e-04  2.740e-04    0.870 0.385018    
## PC2571      -4.944e-04  2.632e-04   -1.879 0.061259 .  
## PC2572      -3.384e-04  2.611e-04   -1.296 0.196008    
## PC2573       1.867e-04  2.678e-04    0.697 0.486275    
## PC2574      -1.279e-04  2.823e-04   -0.453 0.650858    
## PC2575      -2.802e-04  2.905e-04   -0.964 0.335670    
## PC2576       3.490e-05  2.659e-04    0.131 0.895638    
## PC2577       1.101e-04  2.731e-04    0.403 0.687176    
## PC2578       8.087e-05  2.588e-04    0.313 0.754864    
## PC2579      -1.661e-04  2.629e-04   -0.632 0.528056    
## PC2580      -1.981e-04  2.592e-04   -0.764 0.445384    
## PC2581       4.726e-04  2.567e-04    1.841 0.066579 .  
## PC2582       2.776e-04  2.904e-04    0.956 0.339818    
## PC2583      -1.410e-05  2.760e-04   -0.051 0.959270    
## PC2584       4.575e-04  2.840e-04    1.611 0.108286    
## PC2585       4.189e-04  2.700e-04    1.551 0.121865    
## PC2586      -8.208e-05  2.753e-04   -0.298 0.765755    
## PC2587      -7.152e-05  2.724e-04   -0.263 0.793085    
## PC2588      -1.775e-04  2.766e-04   -0.642 0.521474    
## PC2589       7.817e-05  2.756e-04    0.284 0.776901    
## PC2590       6.563e-05  2.875e-04    0.228 0.819624    
## PC2591       3.138e-04  2.739e-04    1.146 0.252900    
## PC2592       7.734e-04  2.809e-04    2.753 0.006261 ** 
## PC2593      -2.709e-04  2.926e-04   -0.926 0.355281    
## PC2594      -5.349e-04  3.030e-04   -1.765 0.078514 .  
## PC2595      -1.260e-04  2.627e-04   -0.480 0.631803    
## PC2596      -3.244e-04  2.584e-04   -1.255 0.210402    
## PC2597      -1.554e-04  2.792e-04   -0.556 0.578324    
## PC2598       3.585e-04  2.818e-04    1.272 0.204173    
## PC2599       1.390e-04  2.844e-04    0.489 0.625339    
## PC2600       1.053e-04  2.781e-04    0.379 0.705085    
## PC2601      -6.731e-05  2.720e-04   -0.247 0.804723    
## PC2602       7.338e-04  2.745e-04    2.673 0.007922 ** 
## PC2603       1.580e-04  3.072e-04    0.514 0.607353    
## PC2604      -4.149e-04  3.022e-04   -1.373 0.170759    
## PC2605       1.812e-04  2.714e-04    0.668 0.504722    
## PC2606       1.179e-05  3.036e-04    0.039 0.969052    
## PC2607      -4.712e-05  2.600e-04   -0.181 0.856340    
## PC2608      -3.448e-04  2.823e-04   -1.221 0.222861    
## PC2609       1.354e-04  2.820e-04    0.480 0.631515    
## PC2610      -2.929e-04  2.750e-04   -1.065 0.287625    
## PC2611      -2.656e-04  2.814e-04   -0.944 0.346001    
## PC2612       4.629e-04  2.779e-04    1.665 0.096868 .  
## PC2613      -1.602e-04  3.005e-04   -0.533 0.594452    
## PC2614       1.494e-04  2.752e-04    0.543 0.587539    
## PC2615      -4.928e-04  2.697e-04   -1.827 0.068618 .  
## PC2616       4.462e-04  2.723e-04    1.638 0.102390    
## PC2617       6.505e-04  2.723e-04    2.389 0.017528 *  
## PC2618       4.582e-04  3.048e-04    1.504 0.133734    
## PC2619       2.397e-05  2.851e-04    0.084 0.933034    
## PC2620       7.270e-04  3.004e-04    2.420 0.016109 *  
## PC2621       1.207e-04  2.868e-04    0.421 0.674047    
## PC2622      -3.704e-04  2.850e-04   -1.300 0.194687    
## PC2623      -2.082e-04  2.900e-04   -0.718 0.473178    
## PC2624       2.323e-04  2.637e-04    0.881 0.378950    
## PC2625       2.985e-06  2.730e-04    0.011 0.991285    
## PC2626       1.429e-04  2.735e-04    0.522 0.601713    
## PC2627       1.409e-04  2.819e-04    0.500 0.617593    
## PC2628       1.644e-04  2.787e-04    0.590 0.555609    
## PC2629       2.183e-05  2.804e-04    0.078 0.938006    
## PC2630       1.524e-04  2.803e-04    0.544 0.586934    
## PC2631       3.352e-04  2.665e-04    1.258 0.209374    
## PC2632      -2.298e-04  2.652e-04   -0.866 0.386982    
## PC2633       2.285e-04  2.813e-04    0.812 0.417298    
## PC2634       4.622e-04  2.785e-04    1.659 0.098057 .  
## PC2635       8.863e-04  3.095e-04    2.864 0.004479 ** 
## PC2636      -2.085e-04  2.744e-04   -0.760 0.448055    
## PC2637       9.415e-04  2.845e-04    3.309 0.001048 ** 
## PC2638      -3.027e-04  2.934e-04   -1.032 0.303023    
## PC2639       4.722e-04  2.851e-04    1.657 0.098623 .  
## PC2640       5.976e-05  2.803e-04    0.213 0.831322    
## PC2641      -6.580e-05  2.594e-04   -0.254 0.799928    
## PC2642      -4.222e-04  2.764e-04   -1.528 0.127672    
## PC2643      -3.444e-04  2.813e-04   -1.225 0.221661    
## PC2644       5.864e-04  2.713e-04    2.161 0.031459 *  
## PC2645       3.262e-05  2.752e-04    0.119 0.905721    
## PC2646      -2.373e-04  2.692e-04   -0.881 0.378792    
## PC2647      -2.929e-04  3.046e-04   -0.961 0.337096    
## PC2648      -7.854e-04  2.797e-04   -2.808 0.005312 ** 
## PC2649      -4.197e-04  2.894e-04   -1.451 0.147918    
## PC2650       3.057e-04  2.825e-04    1.082 0.280059    
## PC2651       1.061e-05  2.727e-04    0.039 0.968989    
## PC2652       4.339e-04  2.645e-04    1.640 0.101967    
## PC2653      -9.334e-05  2.722e-04   -0.343 0.731930    
## PC2654      -2.821e-04  2.739e-04   -1.030 0.303869    
## PC2655       6.049e-04  2.866e-04    2.110 0.035650 *  
## PC2656       5.038e-04  2.709e-04    1.860 0.063834 .  
## PC2657      -6.291e-05  2.902e-04   -0.217 0.828519    
## PC2658      -3.894e-05  2.599e-04   -0.150 0.880977    
## PC2659       5.605e-04  2.749e-04    2.039 0.042339 *  
## PC2660       2.017e-04  2.830e-04    0.713 0.476555    
## PC2661      -4.405e-04  2.781e-04   -1.584 0.114279    
## PC2662      -1.427e-04  2.795e-04   -0.510 0.610105    
## PC2663       2.638e-04  2.806e-04    0.940 0.347874    
## PC2664       2.674e-04  2.853e-04    0.938 0.349235    
## PC2665       8.238e-05  2.742e-04    0.300 0.764089    
## PC2666       8.909e-04  2.928e-04    3.042 0.002553 ** 
## PC2667      -2.819e-05  2.850e-04   -0.099 0.921250    
## PC2668      -2.198e-05  2.733e-04   -0.080 0.935948    
## PC2669      -4.193e-04  2.984e-04   -1.405 0.161015    
## PC2670      -3.371e-04  2.807e-04   -1.201 0.230611    
## PC2671      -1.182e-04  2.780e-04   -0.425 0.671016    
## PC2672       1.085e-04  2.931e-04    0.370 0.711497    
## PC2673       3.534e-04  2.885e-04    1.225 0.221639    
## PC2674       3.752e-04  2.987e-04    1.256 0.210015    
## PC2675      -6.027e-04  2.859e-04   -2.108 0.035846 *  
## PC2676      -8.542e-04  2.783e-04   -3.069 0.002339 ** 
## PC2677      -3.923e-04  2.837e-04   -1.383 0.167710    
## PC2678      -1.818e-04  2.719e-04   -0.669 0.504234    
## PC2679      -3.342e-04  2.772e-04   -1.206 0.228828    
## PC2680       4.318e-04  2.832e-04    1.525 0.128296    
## PC2681       2.391e-04  2.990e-04    0.800 0.424609    
## PC2682       1.133e-04  2.907e-04    0.390 0.697084    
## PC2683      -4.466e-06  2.480e-04   -0.018 0.985641    
## PC2684       2.282e-05  2.813e-04    0.081 0.935414    
## PC2685       7.106e-05  2.704e-04    0.263 0.792904    
## PC2686       3.080e-04  2.737e-04    1.125 0.261405    
## PC2687      -8.209e-04  2.885e-04   -2.846 0.004730 ** 
## PC2688      -4.225e-04  2.768e-04   -1.527 0.127885    
## PC2689       2.561e-04  2.622e-04    0.977 0.329473    
## PC2690       3.132e-04  2.654e-04    1.180 0.238966    
## PC2691      -2.922e-04  2.786e-04   -1.049 0.295055    
## PC2692       6.995e-05  2.899e-04    0.241 0.809459    
## PC2693      -1.412e-04  2.724e-04   -0.518 0.604633    
## PC2694       2.955e-04  2.738e-04    1.079 0.281352    
## PC2695       4.231e-04  2.774e-04    1.525 0.128280    
## PC2696      -3.078e-04  2.792e-04   -1.102 0.271167    
## PC2697      -1.938e-05  2.781e-04   -0.070 0.944488    
## PC2698      -5.967e-04  2.732e-04   -2.184 0.029728 *  
## PC2699      -7.664e-05  2.748e-04   -0.279 0.780518    
## PC2700       1.607e-04  2.705e-04    0.594 0.552889    
## PC2701       1.894e-04  3.009e-04    0.629 0.529566    
## PC2702      -6.534e-04  2.945e-04   -2.219 0.027243 *  
## PC2703       5.780e-04  2.899e-04    1.994 0.047070 *  
## PC2704      -6.679e-04  2.890e-04   -2.311 0.021479 *  
## PC2705       7.200e-05  2.700e-04    0.267 0.789895    
## PC2706      -6.319e-04  2.834e-04   -2.230 0.026509 *  
## PC2707       3.565e-04  2.803e-04    1.272 0.204357    
## PC2708      -2.473e-04  2.650e-04   -0.933 0.351413    
## PC2709      -2.299e-04  2.840e-04   -0.809 0.418894    
## PC2710       4.019e-04  2.799e-04    1.436 0.152043    
## PC2711      -1.241e-04  2.869e-04   -0.433 0.665596    
## PC2712      -5.463e-04  3.098e-04   -1.763 0.078834 .  
## PC2713       6.441e-04  2.960e-04    2.176 0.030326 *  
## PC2714       2.880e-04  3.104e-04    0.928 0.354212    
## PC2715      -5.558e-04  2.929e-04   -1.898 0.058684 .  
## PC2716       3.376e-04  2.866e-04    1.178 0.239666    
## PC2717       3.178e-04  2.704e-04    1.176 0.240669    
## PC2718       5.195e-04  2.780e-04    1.869 0.062603 .  
## PC2719      -5.907e-04  3.052e-04   -1.935 0.053865 .  
## PC2720       1.133e-04  2.662e-04    0.426 0.670740    
## PC2721       3.876e-04  2.834e-04    1.368 0.172440    
## PC2722       7.419e-04  2.908e-04    2.551 0.011234 *  
## PC2723       4.476e-04  2.732e-04    1.638 0.102437    
## PC2724      -7.940e-05  2.930e-04   -0.271 0.786594    
## PC2725      -2.098e-04  2.821e-04   -0.744 0.457626    
## PC2726      -3.456e-04  2.755e-04   -1.254 0.210652    
## PC2727      -7.783e-05  2.837e-04   -0.274 0.784018    
## PC2728      -1.113e-04  2.687e-04   -0.414 0.679036    
## PC2729       1.986e-04  3.056e-04    0.650 0.516260    
## PC2730      -2.586e-04  2.790e-04   -0.927 0.354678    
## PC2731       3.687e-04  2.637e-04    1.398 0.163140    
## PC2732       7.837e-04  2.774e-04    2.825 0.005038 ** 
## PC2733       1.920e-04  2.857e-04    0.672 0.502085    
## PC2734       1.068e-04  2.650e-04    0.403 0.687111    
## PC2735      -3.546e-06  2.563e-04   -0.014 0.988970    
## PC2736      -7.806e-04  2.816e-04   -2.772 0.005914 ** 
## PC2737       6.776e-04  2.746e-04    2.467 0.014162 *  
## PC2738       6.536e-04  2.811e-04    2.326 0.020702 *  
## PC2739       9.315e-04  2.842e-04    3.277 0.001169 ** 
## PC2740      -2.837e-04  2.861e-04   -0.992 0.322197    
## PC2741       5.729e-05  2.973e-04    0.193 0.847328    
## PC2742      -4.980e-05  2.801e-04   -0.178 0.859000    
## PC2743       6.598e-04  2.874e-04    2.296 0.022364 *  
## PC2744      -5.383e-04  2.657e-04   -2.026 0.043612 *  
## PC2745      -4.033e-06  2.825e-04   -0.014 0.988618    
## PC2746       4.220e-04  2.853e-04    1.479 0.140118    
## PC2747      -6.296e-05  3.021e-04   -0.208 0.835044    
## PC2748      -2.670e-04  2.766e-04   -0.965 0.335099    
## PC2749       1.802e-04  2.678e-04    0.673 0.501465    
## PC2750      -1.362e-04  2.828e-04   -0.482 0.630477    
## PC2751      -4.959e-04  2.800e-04   -1.771 0.077556 .  
## PC2752      -1.575e-04  2.705e-04   -0.582 0.560970    
## PC2753      -4.887e-04  2.740e-04   -1.783 0.075561 .  
## PC2754      -4.899e-04  2.710e-04   -1.808 0.071649 .  
## PC2755       1.482e-04  2.834e-04    0.523 0.601501    
## PC2756      -4.642e-05  2.839e-04   -0.164 0.870220    
## PC2757       1.627e-04  2.813e-04    0.578 0.563458    
## PC2758      -7.655e-05  2.662e-04   -0.288 0.773844    
## PC2759      -5.612e-05  2.874e-04   -0.195 0.845318    
## PC2760       1.773e-04  2.889e-04    0.614 0.539813    
## PC2761      -4.467e-04  2.711e-04   -1.648 0.100436    
## PC2762      -6.390e-04  2.743e-04   -2.330 0.020466 *  
## PC2763      -8.573e-05  3.153e-04   -0.272 0.785877    
## PC2764       2.422e-05  2.814e-04    0.086 0.931468    
## PC2765      -4.168e-06  3.041e-04   -0.014 0.989074    
## PC2766       3.365e-04  2.811e-04    1.197 0.232164    
## PC2767       5.957e-05  2.787e-04    0.214 0.830902    
## PC2768      -1.034e-04  2.737e-04   -0.378 0.705999    
## PC2769      -4.044e-04  2.970e-04   -1.362 0.174246    
## PC2770       3.443e-04  2.835e-04    1.214 0.225601    
## PC2771       3.906e-04  2.817e-04    1.387 0.166590    
## PC2772      -3.865e-04  2.803e-04   -1.379 0.168948    
## PC2773       2.180e-04  2.757e-04    0.791 0.429645    
## PC2774      -2.204e-04  2.849e-04   -0.774 0.439770    
## PC2775       3.038e-04  2.736e-04    1.110 0.267734    
## PC2776       9.839e-04  2.783e-04    3.535 0.000472 ***
## PC2777      -7.610e-05  2.958e-04   -0.257 0.797141    
## PC2778       3.923e-04  2.774e-04    1.414 0.158430    
## PC2779       7.673e-05  2.749e-04    0.279 0.780371    
## PC2780       7.282e-05  2.925e-04    0.249 0.803530    
## PC2781       2.688e-04  2.859e-04    0.940 0.347939    
## PC2782       2.226e-04  2.752e-04    0.809 0.419179    
## PC2783      -5.447e-04  2.880e-04   -1.891 0.059560 .  
## PC2784       7.684e-05  2.918e-04    0.263 0.792472    
## PC2785      -5.316e-04  2.792e-04   -1.904 0.057826 .  
## PC2786       9.423e-06  2.926e-04    0.032 0.974327    
## PC2787       4.589e-04  2.750e-04    1.669 0.096227 .  
## PC2788       7.397e-04  2.611e-04    2.833 0.004926 ** 
## PC2789      -5.866e-04  2.883e-04   -2.035 0.042715 *  
## PC2790      -5.952e-04  2.925e-04   -2.035 0.042757 *  
## PC2791       2.119e-04  2.808e-04    0.755 0.451042    
## PC2792       1.291e-04  2.745e-04    0.470 0.638531    
## PC2793      -5.762e-05  2.819e-04   -0.204 0.838185    
## PC2794       3.673e-04  2.863e-04    1.283 0.200510    
## PC2795       7.087e-04  2.727e-04    2.599 0.009815 ** 
## PC2796      -1.935e-04  2.721e-04   -0.711 0.477544    
## PC2797       1.368e-04  2.845e-04    0.481 0.631147    
## PC2798       1.213e-05  2.866e-04    0.042 0.966274    
## PC2799      -3.959e-04  3.070e-04   -1.290 0.198163    
## PC2800       3.822e-04  2.949e-04    1.296 0.196044    
## PC2801       6.998e-05  2.840e-04    0.246 0.805567    
## PC2802      -4.522e-04  2.955e-04   -1.530 0.126972    
## PC2803      -4.712e-04  2.878e-04   -1.637 0.102609    
## PC2804      -4.643e-05  2.878e-04   -0.161 0.871931    
## PC2805       9.569e-05  2.771e-04    0.345 0.730124    
## PC2806       2.046e-04  3.030e-04    0.675 0.500033    
## PC2807      -8.182e-05  2.824e-04   -0.290 0.772222    
## PC2808      -2.967e-04  2.724e-04   -1.089 0.277002    
## PC2809       1.259e-04  2.932e-04    0.429 0.668002    
## PC2810       5.990e-04  2.905e-04    2.062 0.040080 *  
## PC2811      -6.555e-06  2.772e-04   -0.024 0.981148    
## PC2812       6.993e-05  2.731e-04    0.256 0.798061    
## PC2813      -3.906e-04  2.855e-04   -1.368 0.172267    
## PC2814      -1.219e-05  2.965e-04   -0.041 0.967222    
## PC2815       5.373e-04  3.213e-04    1.672 0.095546 .  
## PC2816       3.351e-05  2.849e-04    0.118 0.906443    
## PC2817      -4.247e-04  2.802e-04   -1.516 0.130656    
## PC2818       2.024e-04  2.833e-04    0.714 0.475470    
## PC2819       2.859e-04  2.967e-04    0.964 0.335874    
## PC2820      -7.693e-04  2.930e-04   -2.626 0.009078 ** 
## PC2821       1.555e-04  2.868e-04    0.542 0.588121    
## PC2822      -1.696e-04  2.980e-04   -0.569 0.569557    
## PC2823       1.038e-04  2.792e-04    0.372 0.710238    
## PC2824       6.200e-04  2.936e-04    2.112 0.035521 *  
## PC2825       9.383e-05  2.746e-04    0.342 0.732845    
## PC2826      -2.920e-04  3.026e-04   -0.965 0.335272    
## PC2827      -4.128e-05  2.857e-04   -0.144 0.885218    
## PC2828      -7.734e-05  2.719e-04   -0.284 0.776288    
## PC2829      -1.385e-04  2.818e-04   -0.492 0.623394    
## PC2830       6.924e-04  2.768e-04    2.502 0.012893 *  
## PC2831       3.700e-04  2.807e-04    1.318 0.188488    
## PC2832       4.613e-05  2.975e-04    0.155 0.876878    
## PC2833       2.497e-04  2.954e-04    0.845 0.398503    
## PC2834      -7.470e-04  3.140e-04   -2.379 0.017974 *  
## PC2835      -2.820e-04  2.958e-04   -0.953 0.341136    
## PC2836       3.235e-04  2.907e-04    1.113 0.266642    
## PC2837      -3.713e-04  3.079e-04   -1.206 0.228781    
## PC2838      -1.102e-04  2.868e-04   -0.384 0.700953    
## PC2839       3.058e-04  2.908e-04    1.052 0.293825    
## PC2840       2.276e-04  3.130e-04    0.727 0.467685    
## PC2841      -3.866e-04  3.019e-04   -1.281 0.201271    
## PC2842      -2.881e-05  2.882e-04   -0.100 0.920433    
## PC2843      -7.767e-04  2.973e-04   -2.613 0.009423 ** 
## PC2844       4.684e-04  2.931e-04    1.598 0.111014    
## PC2845       6.451e-04  2.974e-04    2.169 0.030867 *  
## PC2846      -2.270e-04  2.731e-04   -0.831 0.406603    
## PC2847       3.133e-05  3.195e-04    0.098 0.921945    
## PC2848      -2.712e-04  3.140e-04   -0.864 0.388512    
## PC2849      -3.023e-04  3.078e-04   -0.982 0.326758    
## PC2850       2.804e-06  2.593e-04    0.011 0.991380    
## PC2851      -2.633e-05  2.980e-04   -0.088 0.929641    
## PC2852      -5.046e-04  3.099e-04   -1.628 0.104557    
## PC2853      -9.687e-04  2.886e-04   -3.356 0.000890 ***
## PC2854       5.736e-04  2.910e-04    1.971 0.049672 *  
## PC2855      -1.338e-04  2.602e-04   -0.514 0.607563    
## PC2856      -5.806e-04  2.971e-04   -1.954 0.051602 .  
## PC2857       3.540e-04  2.896e-04    1.222 0.222563    
## PC2858      -2.448e-04  2.973e-04   -0.823 0.410938    
## PC2859       8.155e-05  2.835e-04    0.288 0.773833    
## PC2860      -4.015e-04  2.888e-04   -1.390 0.165463    
## PC2861      -8.180e-04  2.757e-04   -2.967 0.003246 ** 
## PC2862       8.207e-05  2.765e-04    0.297 0.766829    
## PC2863      -1.062e-04  2.616e-04   -0.406 0.685063    
## PC2864       3.162e-05  2.839e-04    0.111 0.911383    
## PC2865       1.278e-05  2.735e-04    0.047 0.962757    
## PC2866      -9.592e-06  2.905e-04   -0.033 0.973680    
## PC2867      -3.196e-05  2.850e-04   -0.112 0.910789    
## PC2868       1.077e-03  2.649e-04    4.064 6.16e-05 ***
## PC2869      -3.393e-04  2.842e-04   -1.194 0.233386    
## PC2870       5.127e-04  2.926e-04    1.752 0.080750 .  
## PC2871       1.299e-04  2.890e-04    0.449 0.653541    
## PC2872      -7.108e-04  2.864e-04   -2.482 0.013600 *  
## PC2873       5.977e-05  2.821e-04    0.212 0.832365    
## PC2874      -5.629e-06  3.023e-04   -0.019 0.985155    
## PC2875      -1.485e-04  2.801e-04   -0.530 0.596455    
## PC2876      -7.526e-05  2.755e-04   -0.273 0.784881    
## PC2877       1.248e-04  2.724e-04    0.458 0.647237    
## PC2878      -1.266e-04  2.873e-04   -0.441 0.659712    
## PC2879      -4.229e-05  2.814e-04   -0.150 0.880642    
## PC2880      -2.655e-04  2.733e-04   -0.972 0.332067    
## PC2881       1.641e-04  2.966e-04    0.553 0.580460    
## PC2882      -6.425e-04  2.829e-04   -2.271 0.023848 *  
## PC2883       1.202e-05  2.928e-04    0.041 0.967282    
## PC2884      -1.339e-04  2.811e-04   -0.476 0.634161    
## PC2885      -5.913e-04  3.046e-04   -1.941 0.053193 .  
## PC2886       4.133e-04  2.823e-04    1.464 0.144180    
## PC2887      -7.978e-05  2.778e-04   -0.287 0.774182    
## PC2888      -3.733e-05  2.935e-04   -0.127 0.898898    
## PC2889       2.873e-05  2.848e-04    0.101 0.919714    
## PC2890       1.684e-04  2.792e-04    0.603 0.546913    
## PC2891      -5.746e-04  2.820e-04   -2.037 0.042481 *  
## PC2892      -1.743e-04  2.721e-04   -0.641 0.522323    
## PC2893       2.341e-04  2.959e-04    0.791 0.429430    
## PC2894      -4.073e-04  2.791e-04   -1.459 0.145562    
## PC2895       3.255e-04  2.912e-04    1.118 0.264591    
## PC2896      -2.767e-04  2.880e-04   -0.961 0.337472    
## PC2897       3.658e-04  2.856e-04    1.281 0.201262    
## PC2898      -9.428e-04  2.988e-04   -3.155 0.001765 ** 
## PC2899      -1.719e-04  2.704e-04   -0.636 0.525494    
## PC2900      -1.415e-04  2.702e-04   -0.524 0.600910    
## PC2901       2.510e-04  2.815e-04    0.892 0.373274    
## PC2902       6.754e-04  2.821e-04    2.394 0.017254 *  
## PC2903      -1.581e-05  2.796e-04   -0.057 0.954947    
## PC2904       2.588e-04  3.062e-04    0.845 0.398635    
## PC2905      -1.781e-04  2.910e-04   -0.612 0.541022    
## PC2906       5.227e-04  2.680e-04    1.950 0.052055 .  
## PC2907      -2.983e-04  2.995e-04   -0.996 0.320114    
## PC2908       1.083e-04  2.772e-04    0.391 0.696367    
## PC2909      -3.156e-04  2.933e-04   -1.076 0.282688    
## PC2910      -7.364e-04  2.790e-04   -2.640 0.008730 ** 
## PC2911       1.105e-04  2.971e-04    0.372 0.710229    
## PC2912      -4.640e-04  2.957e-04   -1.569 0.117721    
## PC2913      -3.259e-05  2.758e-04   -0.118 0.906021    
## PC2914      -1.551e-04  2.999e-04   -0.517 0.605396    
## PC2915      -2.437e-04  2.772e-04   -0.879 0.380033    
## PC2916      -2.181e-04  2.759e-04   -0.791 0.429713    
## PC2917      -4.187e-04  2.890e-04   -1.449 0.148372    
## PC2918      -3.238e-04  2.699e-04   -1.200 0.231146    
## PC2919       1.107e-04  2.819e-04    0.393 0.694812    
## PC2920      -6.279e-05  2.917e-04   -0.215 0.829725    
## PC2921      -2.898e-04  2.854e-04   -1.015 0.310712    
## PC2922       7.154e-04  2.952e-04    2.423 0.015975 *  
## PC2923      -6.904e-04  2.992e-04   -2.307 0.021708 *  
## PC2924       2.920e-04  3.003e-04    0.973 0.331568    
## PC2925       6.472e-05  2.912e-04    0.222 0.824291    
## PC2926      -5.419e-04  2.944e-04   -1.841 0.066644 .  
## PC2927       1.737e-04  3.008e-04    0.577 0.564175    
## PC2928       4.070e-04  2.776e-04    1.466 0.143657    
## PC2929      -6.941e-04  2.896e-04   -2.397 0.017131 *  
## PC2930      -4.993e-04  3.007e-04   -1.660 0.097861 .  
## PC2931      -6.845e-04  3.054e-04   -2.241 0.025719 *  
## PC2932      -1.152e-04  2.903e-04   -0.397 0.691772    
## PC2933      -2.611e-05  2.860e-04   -0.091 0.927324    
## PC2934      -1.164e-04  2.925e-04   -0.398 0.690988    
## PC2935       2.210e-04  2.905e-04    0.761 0.447386    
## PC2936      -2.016e-05  2.900e-04   -0.070 0.944610    
## PC2937      -5.831e-04  2.831e-04   -2.059 0.040305 *  
## PC2938       6.578e-05  2.893e-04    0.227 0.820279    
## PC2939       2.225e-04  2.839e-04    0.784 0.433801    
## PC2940      -1.971e-04  3.044e-04   -0.648 0.517718    
## PC2941       5.527e-04  3.024e-04    1.828 0.068564 .  
## PC2942      -4.997e-04  2.888e-04   -1.730 0.084616 .  
## PC2943       3.295e-04  3.185e-04    1.034 0.301790    
## PC2944      -2.214e-05  3.016e-04   -0.073 0.941538    
## PC2945      -5.428e-04  2.902e-04   -1.870 0.062398 .  
## PC2946      -6.888e-04  2.893e-04   -2.381 0.017897 *  
## PC2947      -1.260e-04  2.678e-04   -0.470 0.638367    
## PC2948      -1.770e-04  2.814e-04   -0.629 0.529915    
## PC2949       2.554e-04  2.799e-04    0.912 0.362232    
## PC2950       4.495e-04  2.796e-04    1.608 0.108871    
## PC2951       1.555e-04  3.047e-04    0.510 0.610275    
## PC2952       2.457e-04  2.867e-04    0.857 0.392208    
## PC2953       4.588e-04  3.027e-04    1.516 0.130653    
## PC2954       1.171e-04  2.932e-04    0.399 0.689982    
## PC2955      -2.385e-04  2.951e-04   -0.808 0.419631    
## PC2956       5.171e-05  2.830e-04    0.183 0.855132    
## PC2957      -1.427e-04  2.912e-04   -0.490 0.624501    
## PC2958      -4.573e-04  2.752e-04   -1.662 0.097581 .  
## PC2959      -8.346e-04  2.852e-04   -2.926 0.003692 ** 
## PC2960      -4.489e-04  3.050e-04   -1.472 0.142115    
## PC2961      -2.131e-04  2.830e-04   -0.753 0.452020    
## PC2962      -4.508e-04  3.041e-04   -1.482 0.139297    
## PC2963      -6.067e-05  3.039e-04   -0.200 0.841888    
## PC2964       3.390e-04  2.768e-04    1.225 0.221638    
## PC2965      -2.283e-04  2.836e-04   -0.805 0.421407    
## PC2966      -4.224e-04  2.920e-04   -1.446 0.149098    
## PC2967      -3.496e-04  2.998e-04   -1.166 0.244407    
## PC2968       4.515e-04  2.901e-04    1.557 0.120619    
## PC2969       2.116e-04  2.870e-04    0.737 0.461450    
## PC2970       3.176e-05  2.843e-04    0.112 0.911110    
## PC2971       5.698e-06  2.731e-04    0.021 0.983365    
## PC2972      -3.897e-04  3.046e-04   -1.279 0.201821    
## PC2973       1.225e-04  2.867e-04    0.428 0.669312    
## PC2974      -2.719e-05  2.961e-04   -0.092 0.926892    
## PC2975       5.196e-04  3.053e-04    1.702 0.089853 .  
## PC2976       2.406e-04  2.935e-04    0.820 0.412955    
## PC2977       2.350e-04  2.838e-04    0.828 0.408380    
## PC2978      -3.187e-04  3.043e-04   -1.047 0.295708    
## PC2979       3.786e-04  2.862e-04    1.323 0.186854    
## PC2980       4.125e-04  2.873e-04    1.436 0.152147    
## PC2981      -5.537e-05  2.930e-04   -0.189 0.850265    
## PC2982      -5.557e-04  2.976e-04   -1.867 0.062871 .  
## PC2983       1.035e-04  2.674e-04    0.387 0.699030    
## PC2984       1.812e-06  2.848e-04    0.006 0.994927    
## PC2985       4.411e-04  3.236e-04    1.363 0.173850    
## PC2986       8.239e-05  3.000e-04    0.275 0.783813    
## PC2987       3.388e-04  3.081e-04    1.100 0.272287    
## PC2988      -2.333e-04  2.959e-04   -0.788 0.431099    
## PC2989      -8.606e-05  2.850e-04   -0.302 0.762871    
## PC2990      -1.995e-04  3.013e-04   -0.662 0.508436    
## PC2991      -3.051e-04  2.949e-04   -1.034 0.301807    
## PC2992       3.408e-05  2.834e-04    0.120 0.904363    
## PC2993       1.234e-04  2.668e-04    0.463 0.643940    
## PC2994       2.885e-04  2.815e-04    1.025 0.306330    
## PC2995      -3.735e-04  2.890e-04   -1.292 0.197218    
## PC2996       9.649e-04  2.755e-04    3.502 0.000530 ***
## PC2997      -2.432e-04  2.863e-04   -0.849 0.396344    
## PC2998       4.988e-05  2.919e-04    0.171 0.864420    
## PC2999       2.459e-04  2.883e-04    0.853 0.394326    
## PC3000      -2.509e-04  2.980e-04   -0.842 0.400560    
## PC3001      -1.919e-04  2.977e-04   -0.645 0.519668    
## PC3002       3.219e-05  2.944e-04    0.109 0.913000    
## PC3003       7.612e-05  2.829e-04    0.269 0.788078    
## PC3004      -2.230e-04  2.888e-04   -0.772 0.440708    
## PC3005       6.283e-04  2.995e-04    2.098 0.036750 *  
## PC3006      -1.196e-04  2.978e-04   -0.402 0.688272    
## PC3007      -2.549e-04  2.924e-04   -0.872 0.383996    
## PC3008      -4.673e-04  2.860e-04   -1.634 0.103371    
## PC3009       9.679e-05  2.977e-04    0.325 0.745300    
## PC3010      -1.080e-05  2.847e-04   -0.038 0.969773    
## PC3011       2.824e-04  2.936e-04    0.962 0.336935    
## PC3012       8.693e-05  3.204e-04    0.271 0.786329    
## PC3013       1.820e-05  2.897e-04    0.063 0.949943    
## PC3014       2.809e-04  3.016e-04    0.931 0.352394    
## PC3015       1.934e-06  3.094e-04    0.006 0.995017    
## PC3016       1.176e-04  2.764e-04    0.425 0.670787    
## PC3017       1.227e-03  3.005e-04    4.084 5.66e-05 ***
## PC3018       2.803e-04  2.843e-04    0.986 0.325001    
## PC3019      -4.537e-04  2.917e-04   -1.555 0.120897    
## PC3020       5.014e-04  2.981e-04    1.682 0.093562 .  
## PC3021       1.004e-04  2.814e-04    0.357 0.721450    
## PC3022       1.351e-04  2.757e-04    0.490 0.624454    
## PC3023       3.388e-04  2.843e-04    1.192 0.234302    
## PC3024      -1.626e-04  3.004e-04   -0.541 0.588854    
## PC3025       1.289e-04  3.238e-04    0.398 0.690910    
## PC3026      -2.768e-04  2.953e-04   -0.937 0.349325    
## PC3027       1.762e-06  3.045e-04    0.006 0.995387    
## PC3028       1.154e-04  2.918e-04    0.395 0.692790    
## PC3029       1.059e-05  2.849e-04    0.037 0.970366    
## PC3030      -5.103e-04  2.986e-04   -1.709 0.088422 .  
## PC3031      -5.914e-05  3.062e-04   -0.193 0.846983    
## PC3032       3.022e-04  2.751e-04    1.099 0.272741    
## PC3033      -5.011e-06  2.862e-04   -0.018 0.986045    
## PC3034       1.140e-04  3.127e-04    0.365 0.715639    
## PC3035       1.312e-04  2.859e-04    0.459 0.646752    
## PC3036       8.299e-05  2.960e-04    0.280 0.779408    
## PC3037       2.709e-04  3.153e-04    0.859 0.390919    
## PC3038      -1.091e-03  2.846e-04   -3.833 0.000154 ***
## PC3039      -5.504e-05  2.910e-04   -0.189 0.850095    
## PC3040      -2.619e-04  2.932e-04   -0.893 0.372491    
## PC3041      -3.938e-06  2.974e-04   -0.013 0.989443    
## PC3042       1.380e-04  3.187e-04    0.433 0.665432    
## PC3043       3.230e-04  2.807e-04    1.150 0.250883    
## PC3044       1.409e-04  2.756e-04    0.511 0.609398    
## PC3045       5.004e-05  2.850e-04    0.176 0.860751    
## PC3046       4.501e-04  2.866e-04    1.570 0.117371    
## PC3047       4.005e-04  2.815e-04    1.423 0.155868    
## PC3048       5.012e-06  2.898e-04    0.017 0.986216    
## PC3049       7.088e-04  3.062e-04    2.315 0.021303 *  
## PC3050       4.004e-04  3.035e-04    1.319 0.188058    
## PC3051      -3.173e-04  2.971e-04   -1.068 0.286488    
## PC3052      -1.965e-04  2.940e-04   -0.669 0.504276    
## PC3053       8.678e-05  2.859e-04    0.304 0.761666    
## PC3054       3.022e-04  2.960e-04    1.021 0.308126    
## PC3055       5.018e-04  3.063e-04    1.638 0.102467    
## PC3056       3.850e-05  2.866e-04    0.134 0.893244    
## PC3057      -2.579e-04  2.835e-04   -0.910 0.363681    
## PC3058      -2.134e-04  2.998e-04   -0.712 0.477149    
## PC3059      -1.371e-04  3.141e-04   -0.437 0.662770    
## PC3060       2.638e-04  2.774e-04    0.951 0.342476    
## PC3061      -2.298e-04  3.188e-04   -0.721 0.471488    
## PC3062      -5.726e-04  2.913e-04   -1.966 0.050265 .  
## PC3063       6.742e-05  3.003e-04    0.224 0.822525    
## PC3064      -3.742e-04  2.756e-04   -1.358 0.175487    
## PC3065      -8.354e-04  2.811e-04   -2.972 0.003195 ** 
## PC3066      -3.848e-04  2.969e-04   -1.296 0.196002    
## PC3067       4.236e-04  2.963e-04    1.430 0.153818    
## PC3068       2.133e-04  2.821e-04    0.756 0.450296    
## PC3069      -1.694e-04  3.161e-04   -0.536 0.592435    
## PC3070       2.996e-04  3.115e-04    0.962 0.336797    
## PC3071      -2.283e-05  3.106e-04   -0.074 0.941454    
## PC3072      -2.299e-05  2.693e-04   -0.085 0.932032    
## PC3073       5.619e-04  2.906e-04    1.934 0.054101 .  
## PC3074      -2.275e-04  3.022e-04   -0.753 0.452134    
## PC3075       4.702e-04  2.849e-04    1.650 0.099974 .  
## PC3076      -2.103e-04  2.951e-04   -0.713 0.476595    
## PC3077      -8.624e-05  3.086e-04   -0.279 0.780059    
## PC3078       4.300e-05  2.959e-04    0.145 0.884560    
## PC3079      -1.382e-04  3.132e-04   -0.441 0.659281    
## PC3080       1.176e-04  2.867e-04    0.410 0.681826    
## PC3081      -2.691e-04  3.021e-04   -0.891 0.373814    
## PC3082       1.140e-04  2.773e-04    0.411 0.681284    
## PC3083       9.005e-07  3.066e-04    0.003 0.997659    
## PC3084      -1.378e-04  3.013e-04   -0.457 0.647785    
## PC3085      -1.726e-04  2.898e-04   -0.596 0.551946    
## PC3086      -5.385e-05  2.955e-04   -0.182 0.855534    
## PC3087       3.933e-04  3.031e-04    1.298 0.195367    
## PC3088       4.827e-05  2.961e-04    0.163 0.870600    
## PC3089       2.180e-04  2.934e-04    0.743 0.457939    
## PC3090       9.970e-05  2.800e-04    0.356 0.721993    
## PC3091      -4.787e-04  3.035e-04   -1.577 0.115729    
## PC3092      -4.151e-06  2.948e-04   -0.014 0.988777    
## PC3093       1.739e-04  3.072e-04    0.566 0.571751    
## PC3094      -2.256e-04  2.990e-04   -0.755 0.451083    
## PC3095      -4.256e-04  2.954e-04   -1.441 0.150646    
## PC3096      -5.175e-04  2.974e-04   -1.740 0.082865 .  
## PC3097      -2.640e-05  2.827e-04   -0.093 0.925645    
## PC3098      -1.721e-04  2.771e-04   -0.621 0.534956    
## PC3099       4.070e-05  2.854e-04    0.143 0.886696    
## PC3100      -5.923e-05  2.891e-04   -0.205 0.837831    
## PC3101      -7.979e-04  3.032e-04   -2.631 0.008937 ** 
## PC3102      -1.400e-04  3.100e-04   -0.451 0.651985    
## PC3103      -5.499e-04  2.824e-04   -1.947 0.052465 .  
## PC3104       7.814e-05  2.887e-04    0.271 0.786829    
## PC3105      -4.216e-05  3.110e-04   -0.136 0.892273    
## PC3106       6.039e-04  3.089e-04    1.955 0.051497 .  
## PC3107      -1.855e-04  3.001e-04   -0.618 0.536916    
## PC3108      -3.723e-04  2.919e-04   -1.276 0.203098    
## PC3109       2.631e-04  2.812e-04    0.936 0.350167    
## PC3110       2.880e-04  3.131e-04    0.920 0.358284    
## PC3111       4.536e-04  2.861e-04    1.586 0.113879    
## PC3112       3.245e-04  3.160e-04    1.027 0.305250    
## PC3113       1.784e-04  2.922e-04    0.610 0.542103    
## PC3114      -2.680e-04  2.823e-04   -0.949 0.343197    
## PC3115       1.520e-04  2.916e-04    0.521 0.602552    
## PC3116       2.689e-04  2.874e-04    0.936 0.350178    
## PC3117      -1.123e-04  2.955e-04   -0.380 0.704201    
## PC3118      -4.877e-04  2.981e-04   -1.636 0.102912    
## PC3119       2.319e-04  2.770e-04    0.837 0.403276    
## PC3120      -3.654e-04  2.820e-04   -1.296 0.196003    
## PC3121      -2.787e-04  2.708e-04   -1.029 0.304314    
## PC3122      -1.226e-04  2.995e-04   -0.409 0.682496    
## PC3123       1.933e-04  2.906e-04    0.665 0.506411    
## PC3124      -1.176e-04  3.077e-04   -0.382 0.702630    
## PC3125       6.810e-04  2.953e-04    2.306 0.021773 *  
## PC3126      -1.866e-04  3.016e-04   -0.619 0.536593    
## PC3127       5.156e-04  3.164e-04    1.629 0.104272    
## PC3128      -2.625e-04  3.116e-04   -0.842 0.400225    
## PC3129      -2.890e-04  2.827e-04   -1.022 0.307460    
## PC3130       1.931e-04  2.998e-04    0.644 0.519998    
## PC3131       5.308e-05  2.919e-04    0.182 0.855823    
## PC3132       3.752e-05  3.114e-04    0.121 0.904161    
## PC3133      -3.968e-04  3.283e-04   -1.209 0.227643    
## PC3134       3.589e-05  3.060e-04    0.117 0.906699    
## PC3135      -5.378e-05  3.013e-04   -0.178 0.858451    
## PC3136       3.925e-04  3.072e-04    1.278 0.202306    
## PC3137       3.904e-04  3.054e-04    1.278 0.202104    
## PC3138      -9.227e-04  3.052e-04   -3.023 0.002716 ** 
## PC3139       2.129e-04  2.951e-04    0.722 0.471090    
## PC3140      -5.818e-04  2.937e-04   -1.981 0.048485 *  
## PC3141      -8.837e-04  3.088e-04   -2.862 0.004500 ** 
## PC3142      -2.800e-04  3.046e-04   -0.919 0.358714    
## PC3143       6.672e-05  2.844e-04    0.235 0.814675    
## PC3144      -3.685e-04  2.914e-04   -1.264 0.207033    
## PC3145      -4.823e-04  2.794e-04   -1.726 0.085368 .  
## PC3146       1.062e-04  2.819e-04    0.377 0.706715    
## PC3147      -2.238e-04  3.060e-04   -0.731 0.465207    
## PC3148       2.496e-04  2.897e-04    0.862 0.389609    
## PC3149       6.238e-04  2.912e-04    2.142 0.032984 *  
## PC3150       5.623e-05  2.994e-04    0.188 0.851157    
## PC3151       2.818e-04  2.834e-04    0.994 0.320786    
## PC3152      -4.804e-04  3.183e-04   -1.509 0.132283    
## PC3153      -1.826e-04  3.005e-04   -0.608 0.543854    
## PC3154       1.098e-04  2.974e-04    0.369 0.712081    
## PC3155       2.366e-04  2.915e-04    0.811 0.417787    
## PC3156       1.311e-04  2.820e-04    0.465 0.642368    
## PC3157      -5.759e-04  2.918e-04   -1.973 0.049353 *  
## PC3158      -2.324e-04  2.966e-04   -0.784 0.433910    
## PC3159      -4.848e-04  2.766e-04   -1.753 0.080695 .  
## PC3160      -4.693e-04  3.044e-04   -1.542 0.124132    
## PC3161      -1.573e-04  2.839e-04   -0.554 0.579927    
## PC3162       3.005e-04  3.221e-04    0.933 0.351640    
## PC3163      -4.640e-05  2.956e-04   -0.157 0.875381    
## PC3164       2.946e-04  2.960e-04    0.995 0.320351    
## PC3165      -1.161e-04  3.185e-04   -0.364 0.715832    
## PC3166      -3.997e-04  3.052e-04   -1.310 0.191258    
## PC3167       3.878e-04  3.120e-04    1.243 0.214761    
## PC3168       2.663e-05  3.053e-04    0.087 0.930531    
## PC3169      -2.742e-04  3.043e-04   -0.901 0.368321    
## PC3170       1.337e-04  2.870e-04    0.466 0.641697    
## PC3171       1.169e-04  3.052e-04    0.383 0.701984    
## PC3172       2.415e-04  2.808e-04    0.860 0.390479    
## PC3173      -3.179e-04  3.219e-04   -0.988 0.324070    
## PC3174       5.446e-05  3.086e-04    0.176 0.860061    
## PC3175       6.743e-05  2.776e-04    0.243 0.808231    
## PC3176      -1.693e-04  2.993e-04   -0.566 0.572077    
## PC3177      -3.372e-04  2.903e-04   -1.162 0.246282    
## PC3178       1.616e-04  3.059e-04    0.528 0.597703    
## PC3179       6.611e-04  3.242e-04    2.039 0.042320 *  
## PC3180      -1.082e-04  2.757e-04   -0.392 0.695171    
## PC3181       5.929e-04  3.289e-04    1.803 0.072432 .  
## PC3182      -5.838e-05  3.129e-04   -0.187 0.852113    
## PC3183      -1.743e-04  2.969e-04   -0.587 0.557604    
## PC3184      -2.258e-04  3.018e-04   -0.748 0.454952    
## PC3185       9.960e-05  3.046e-04    0.327 0.743896    
## PC3186       2.236e-04  3.080e-04    0.726 0.468263    
## PC3187       1.717e-04  2.991e-04    0.574 0.566270    
## PC3188      -2.970e-04  2.829e-04   -1.050 0.294703    
## PC3189       2.973e-04  3.201e-04    0.929 0.353663    
## PC3190       4.272e-04  2.923e-04    1.461 0.144929    
## PC3191       4.357e-05  2.900e-04    0.150 0.880698    
## PC3192       5.198e-04  2.891e-04    1.798 0.073150 .  
## PC3193       8.248e-05  3.063e-04    0.269 0.787921    
## PC3194       2.745e-04  2.906e-04    0.945 0.345594    
## PC3195       5.426e-04  3.146e-04    1.725 0.085562 .  
## PC3196      -6.752e-04  3.053e-04   -2.212 0.027737 *  
## PC3197       3.904e-04  3.179e-04    1.228 0.220356    
## PC3198      -4.038e-04  2.913e-04   -1.386 0.166699    
## PC3199      -2.944e-04  2.762e-04   -1.066 0.287271    
## PC3200       5.155e-04  3.178e-04    1.622 0.105841    
## PC3201       8.711e-05  2.726e-04    0.320 0.749537    
## PC3202      -5.338e-04  2.893e-04   -1.845 0.065990 .  
## PC3203      -5.294e-04  2.960e-04   -1.788 0.074723 .  
## PC3204       3.074e-04  2.968e-04    1.036 0.301206    
## PC3205      -7.919e-04  3.018e-04   -2.624 0.009140 ** 
## PC3206      -1.303e-04  3.037e-04   -0.429 0.668101    
## PC3207      -6.060e-04  3.188e-04   -1.901 0.058243 .  
## PC3208      -1.972e-04  2.836e-04   -0.695 0.487440    
## PC3209      -3.224e-04  2.871e-04   -1.123 0.262322    
## PC3210       1.211e-04  3.015e-04    0.402 0.688282    
## PC3211       2.301e-04  2.991e-04    0.769 0.442373    
## PC3212      -5.671e-04  3.075e-04   -1.844 0.066138 .  
## PC3213       7.725e-05  3.151e-04    0.245 0.806476    
## PC3214      -6.418e-04  2.882e-04   -2.227 0.026660 *  
## PC3215       3.505e-05  3.020e-04    0.116 0.907686    
## PC3216      -5.228e-04  2.891e-04   -1.809 0.071503 .  
## PC3217      -5.236e-04  2.862e-04   -1.829 0.068333 .  
## PC3218      -2.484e-04  2.994e-04   -0.830 0.407271    
## PC3219      -1.384e-04  2.952e-04   -0.469 0.639521    
## PC3220      -1.755e-04  2.698e-04   -0.651 0.515833    
## PC3221       2.031e-04  2.975e-04    0.683 0.495292    
## PC3222       1.231e-04  2.984e-04    0.413 0.680159    
## PC3223      -3.338e-04  3.157e-04   -1.057 0.291233    
## PC3224       2.111e-04  2.825e-04    0.747 0.455417    
## PC3225      -9.677e-05  2.998e-04   -0.323 0.747123    
## PC3226      -4.240e-04  2.964e-04   -1.431 0.153590    
## PC3227       2.754e-04  2.877e-04    0.957 0.339162    
## PC3228       2.312e-04  3.052e-04    0.758 0.449290    
## PC3229       9.709e-05  3.106e-04    0.313 0.754804    
## PC3230       1.465e-04  3.127e-04    0.468 0.639795    
## PC3231      -1.189e-03  3.018e-04   -3.941 0.000101 ***
## PC3232       6.644e-04  2.847e-04    2.334 0.020236 *  
## PC3233      -1.270e-04  2.895e-04   -0.439 0.661305    
## PC3234      -2.211e-04  2.988e-04   -0.740 0.459789    
## PC3235      -2.155e-05  2.776e-04   -0.078 0.938172    
## PC3236       3.748e-05  3.076e-04    0.122 0.903090    
## PC3237      -3.327e-04  2.986e-04   -1.114 0.266120    
## PC3238      -2.112e-04  3.179e-04   -0.664 0.506927    
## PC3239       4.717e-04  2.868e-04    1.644 0.101112    
## PC3240      -3.542e-06  3.027e-04   -0.012 0.990670    
## PC3241       2.464e-04  3.064e-04    0.804 0.421988    
## PC3242       1.623e-04  3.022e-04    0.537 0.591741    
## PC3243       5.469e-04  3.281e-04    1.667 0.096576 .  
## PC3244      -6.103e-04  2.922e-04   -2.089 0.037566 *  
## PC3245      -8.824e-04  3.096e-04   -2.850 0.004676 ** 
## PC3246      -4.539e-04  2.821e-04   -1.609 0.108657    
## PC3247      -9.461e-05  3.004e-04   -0.315 0.752994    
## PC3248       6.618e-04  2.887e-04    2.292 0.022582 *  
## PC3249       6.708e-04  3.006e-04    2.232 0.026371 *  
## PC3250       1.449e-04  2.804e-04    0.517 0.605825    
## PC3251       2.494e-04  2.967e-04    0.841 0.401176    
## PC3252       2.613e-04  3.014e-04    0.867 0.386724    
## PC3253      -5.984e-04  3.002e-04   -1.993 0.047118 *  
## PC3254       3.709e-04  3.137e-04    1.182 0.238064    
## PC3255      -1.510e-04  2.921e-04   -0.517 0.605564    
## PC3256       3.501e-04  2.906e-04    1.205 0.229299    
## PC3257       3.598e-04  2.876e-04    1.251 0.211953    
## PC3258      -1.480e-04  3.020e-04   -0.490 0.624450    
## PC3259      -6.191e-04  3.020e-04   -2.050 0.041230 *  
## PC3260       4.434e-04  3.036e-04    1.460 0.145199    
## PC3261      -6.536e-04  2.972e-04   -2.199 0.028623 *  
## PC3262       2.816e-04  3.076e-04    0.916 0.360606    
## PC3263       1.289e-04  2.943e-04    0.438 0.661620    
## PC3264       3.274e-04  3.024e-04    1.083 0.279860    
## PC3265      -2.209e-04  3.009e-04   -0.734 0.463573    
## PC3266       4.295e-04  3.131e-04    1.372 0.171126    
## PC3267      -6.556e-04  3.062e-04   -2.141 0.033074 *  
## PC3268      -5.258e-04  3.106e-04   -1.693 0.091538 .  
## PC3269      -4.875e-04  2.956e-04   -1.649 0.100085    
## PC3270       4.395e-04  3.019e-04    1.456 0.146547    
## PC3271      -4.956e-04  3.079e-04   -1.610 0.108482    
## PC3272      -4.613e-04  3.082e-04   -1.497 0.135547    
## PC3273       4.974e-05  2.893e-04    0.172 0.863596    
## PC3274      -1.663e-04  3.059e-04   -0.544 0.587050    
## PC3275       7.139e-04  3.024e-04    2.361 0.018875 *  
## PC3276      -9.365e-05  2.825e-04   -0.331 0.740523    
## PC3277       1.611e-04  3.097e-04    0.520 0.603405    
## PC3278      -1.355e-04  3.025e-04   -0.448 0.654515    
## PC3279       3.239e-04  3.014e-04    1.075 0.283372    
## PC3280      -6.125e-06  2.942e-04   -0.021 0.983404    
## PC3281      -1.520e-04  2.998e-04   -0.507 0.612504    
## PC3282       3.834e-05  2.903e-04    0.132 0.895018    
## PC3283       1.158e-04  3.173e-04    0.365 0.715364    
## PC3284       4.024e-04  3.109e-04    1.294 0.196546    
## PC3285       7.262e-04  2.900e-04    2.504 0.012794 *  
## PC3286       2.371e-04  2.958e-04    0.802 0.423392    
## PC3287       5.205e-04  2.873e-04    1.812 0.071021 .  
## PC3288      -4.112e-04  2.953e-04   -1.393 0.164784    
## PC3289      -1.941e-04  3.118e-04   -0.622 0.534142    
## PC3290      -2.214e-04  3.210e-04   -0.690 0.490990    
## PC3291       3.413e-04  2.926e-04    1.167 0.244294    
## PC3292       7.123e-04  2.914e-04    2.444 0.015088 *  
## PC3293       5.829e-04  2.928e-04    1.991 0.047384 *  
## PC3294      -2.286e-04  2.988e-04   -0.765 0.444788    
## PC3295       5.002e-04  2.960e-04    1.690 0.092083 .  
## PC3296       7.476e-04  2.890e-04    2.587 0.010141 *  
## PC3297      -8.394e-04  3.010e-04   -2.788 0.005632 ** 
## PC3298       1.307e-04  2.912e-04    0.449 0.653849    
## PC3299       6.088e-04  3.000e-04    2.030 0.043280 *  
## PC3300       1.628e-05  3.162e-04    0.051 0.958969    
## PC3301       3.871e-04  3.051e-04    1.269 0.205402    
## PC3302      -7.327e-04  3.162e-04   -2.317 0.021154 *  
## PC3303      -2.058e-04  3.007e-04   -0.684 0.494260    
## PC3304      -4.811e-05  3.240e-04   -0.148 0.882051    
## PC3305       5.142e-04  3.188e-04    1.613 0.107832    
## PC3306      -3.166e-04  2.955e-04   -1.072 0.284726    
## PC3307       5.109e-04  2.959e-04    1.727 0.085241 .  
## PC3308       6.359e-04  2.860e-04    2.223 0.026924 *  
## PC3309       4.050e-04  3.187e-04    1.271 0.204827    
## PC3310       1.994e-04  2.929e-04    0.681 0.496570    
## PC3311      -3.159e-04  2.853e-04   -1.107 0.269096    
## PC3312      -1.904e-04  3.056e-04   -0.623 0.533627    
## PC3313      -9.681e-04  3.056e-04   -3.168 0.001690 ** 
## PC3314      -1.581e-05  3.209e-04   -0.049 0.960721    
## PC3315      -4.489e-04  2.876e-04   -1.561 0.119534    
## PC3316       4.004e-04  2.993e-04    1.338 0.181895    
## PC3317      -2.776e-04  3.028e-04   -0.917 0.359901    
## PC3318      -6.603e-05  3.256e-04   -0.203 0.839418    
## PC3319       2.133e-04  2.824e-04    0.755 0.450667    
## PC3320      -4.719e-04  2.760e-04   -1.710 0.088331 .  
## PC3321      -3.991e-04  3.015e-04   -1.324 0.186566    
## PC3322      -2.431e-05  2.974e-04   -0.082 0.934901    
## PC3323      -1.537e-05  3.100e-04   -0.050 0.960483    
## PC3324      -5.283e-04  3.040e-04   -1.738 0.083244 .  
## PC3325      -3.067e-04  3.031e-04   -1.012 0.312458    
## PC3326      -8.225e-05  3.177e-04   -0.259 0.795933    
## PC3327      -9.683e-05  3.100e-04   -0.312 0.754992    
## PC3328      -5.781e-04  2.956e-04   -1.955 0.051453 .  
## PC3329       3.325e-04  3.051e-04    1.090 0.276684    
## PC3330      -7.937e-04  2.766e-04   -2.869 0.004404 ** 
## PC3331       2.397e-04  2.996e-04    0.800 0.424366    
## PC3332       2.938e-04  3.186e-04    0.922 0.357224    
## PC3333      -5.622e-05  3.045e-04   -0.185 0.853618    
## PC3334       2.708e-04  3.097e-04    0.874 0.382626    
## PC3335      -5.297e-04  2.897e-04   -1.828 0.068473 .  
## PC3336       4.611e-04  3.138e-04    1.469 0.142749    
## PC3337       1.522e-04  3.105e-04    0.490 0.624210    
## PC3338       2.435e-04  2.861e-04    0.851 0.395432    
## PC3339       1.466e-04  3.091e-04    0.474 0.635709    
## PC3340      -5.480e-05  3.150e-04   -0.174 0.861975    
## PC3341       1.639e-04  2.763e-04    0.593 0.553450    
## PC3342      -2.951e-04  3.084e-04   -0.957 0.339433    
## PC3343      -1.373e-04  3.096e-04   -0.443 0.657764    
## PC3344      -5.114e-04  2.946e-04   -1.736 0.083571 .  
## PC3345      -9.547e-05  3.403e-04   -0.281 0.779265    
## PC3346      -4.617e-04  2.958e-04   -1.561 0.119594    
## PC3347       4.334e-04  3.081e-04    1.407 0.160561    
## PC3348       1.941e-04  2.944e-04    0.659 0.510326    
## PC3349      -2.287e-04  2.854e-04   -0.801 0.423527    
## PC3350       1.882e-04  2.983e-04    0.631 0.528541    
## PC3351       6.633e-04  2.762e-04    2.401 0.016931 *  
## PC3352      -2.175e-05  2.957e-04   -0.074 0.941427    
## PC3353      -4.492e-04  2.792e-04   -1.609 0.108629    
## PC3354      -1.031e-04  3.030e-04   -0.340 0.733864    
## PC3355      -8.065e-04  2.801e-04   -2.879 0.004268 ** 
## PC3356      -9.846e-05  2.914e-04   -0.338 0.735629    
## PC3357       2.341e-04  3.101e-04    0.755 0.450891    
## PC3358      -3.542e-04  3.010e-04   -1.177 0.240242    
## PC3359       4.722e-05  3.080e-04    0.153 0.878249    
## PC3360      -1.645e-04  2.893e-04   -0.569 0.570055    
## PC3361       5.782e-05  3.161e-04    0.183 0.854999    
## PC3362       4.272e-04  3.287e-04    1.299 0.194770    
## PC3363      -3.711e-04  3.121e-04   -1.189 0.235307    
## PC3364      -3.460e-04  2.934e-04   -1.179 0.239242    
## PC3365      -8.017e-05  2.955e-04   -0.271 0.786332    
## PC3366       2.319e-04  3.264e-04    0.710 0.478069    
## PC3367       1.998e-04  3.144e-04    0.636 0.525527    
## PC3368      -2.582e-04  3.080e-04   -0.838 0.402515    
## PC3369       3.856e-04  3.039e-04    1.269 0.205404    
## PC3370      -9.073e-05  2.984e-04   -0.304 0.761265    
## PC3371       1.233e-04  2.943e-04    0.419 0.675458    
## PC3372      -4.326e-04  2.837e-04   -1.525 0.128314    
## PC3373      -1.194e-04  2.881e-04   -0.414 0.678829    
## PC3374       3.157e-04  2.874e-04    1.098 0.272944    
## PC3375       8.497e-05  3.064e-04    0.277 0.781699    
## PC3376      -1.798e-04  2.965e-04   -0.606 0.544826    
## PC3377      -3.928e-04  3.300e-04   -1.190 0.234847    
## PC3378      -3.276e-04  3.096e-04   -1.058 0.290788    
## PC3379       1.116e-04  2.928e-04    0.381 0.703327    
## PC3380       6.872e-06  3.126e-04    0.022 0.982475    
## PC3381      -6.795e-04  3.021e-04   -2.249 0.025200 *  
## PC3382      -2.540e-04  3.097e-04   -0.820 0.412729    
## PC3383       1.116e-04  3.111e-04    0.359 0.720108    
## PC3384       4.433e-04  3.012e-04    1.472 0.142113    
## PC3385      -2.010e-04  3.069e-04   -0.655 0.513034    
## PC3386      -3.226e-04  3.033e-04   -1.064 0.288343    
## PC3387       1.752e-04  2.891e-04    0.606 0.545078    
## PC3388      -3.430e-04  3.132e-04   -1.095 0.274282    
## PC3389       2.806e-04  2.939e-04    0.955 0.340557    
## PC3390       8.870e-05  3.087e-04    0.287 0.774023    
## PC3391      -7.545e-04  3.099e-04   -2.435 0.015488 *  
## PC3392       2.900e-04  2.955e-04    0.981 0.327162    
## PC3393       1.857e-04  2.944e-04    0.631 0.528678    
## PC3394      -1.884e-04  3.202e-04   -0.588 0.556741    
## PC3395      -1.875e-04  3.139e-04   -0.597 0.550719    
## PC3396      -3.047e-04  3.254e-04   -0.936 0.349838    
## PC3397       3.787e-04  3.014e-04    1.257 0.209854    
## PC3398       5.323e-04  2.860e-04    1.861 0.063670 .  
## PC3399       4.313e-06  3.177e-04    0.014 0.989177    
## PC3400       2.381e-04  3.226e-04    0.738 0.461104    
## PC3401      -1.294e-05  2.952e-04   -0.044 0.965063    
## PC3402       4.790e-05  3.074e-04    0.156 0.876290    
## PC3403       5.474e-05  3.148e-04    0.174 0.862063    
## PC3404      -4.328e-04  2.974e-04   -1.456 0.146557    
## PC3405      -5.843e-05  3.139e-04   -0.186 0.852448    
## PC3406       3.070e-04  3.001e-04    1.023 0.307148    
## PC3407      -4.929e-05  2.931e-04   -0.168 0.866554    
## PC3408       6.582e-05  3.063e-04    0.215 0.830001    
## PC3409      -6.545e-05  3.205e-04   -0.204 0.838344    
## PC3410      -3.163e-04  3.113e-04   -1.016 0.310319    
## PC3411      -2.367e-04  2.909e-04   -0.814 0.416546    
## PC3412       2.140e-04  2.966e-04    0.721 0.471305    
## PC3413      -8.664e-05  3.047e-04   -0.284 0.776336    
## PC3414       4.322e-04  2.940e-04    1.470 0.142597    
## PC3415       2.263e-04  3.002e-04    0.754 0.451488    
## PC3416       2.652e-04  2.989e-04    0.887 0.375666    
## PC3417      -1.355e-04  2.947e-04   -0.460 0.646074    
## PC3418       5.627e-04  2.794e-04    2.014 0.044902 *  
## PC3419      -4.821e-04  2.958e-04   -1.630 0.104157    
## PC3420       6.697e-04  3.041e-04    2.202 0.028385 *  
## PC3421      -2.302e-04  2.913e-04   -0.790 0.430045    
## PC3422      -3.510e-04  2.997e-04   -1.171 0.242549    
## PC3423      -2.777e-04  2.993e-04   -0.928 0.354213    
## PC3424      -4.142e-04  3.005e-04   -1.378 0.169083    
## PC3425       4.617e-05  2.927e-04    0.158 0.874753    
## PC3426      -6.066e-04  2.930e-04   -2.070 0.039307 *  
## PC3427      -2.764e-04  3.165e-04   -0.873 0.383128    
## PC3428       1.241e-04  2.998e-04    0.414 0.679130    
## PC3429      -1.006e-04  3.101e-04   -0.324 0.745798    
## PC3430      -1.361e-04  3.181e-04   -0.428 0.669092    
## PC3431      -1.629e-04  2.912e-04   -0.559 0.576256    
## PC3432      -2.545e-04  3.003e-04   -0.847 0.397445    
## PC3433      -1.161e-04  3.105e-04   -0.374 0.708737    
## PC3434       2.072e-04  3.060e-04    0.677 0.498873    
## PC3435      -3.538e-04  3.006e-04   -1.177 0.240118    
## PC3436       4.118e-04  2.927e-04    1.407 0.160558    
## PC3437      -2.913e-04  3.151e-04   -0.924 0.356015    
## PC3438      -2.373e-04  3.199e-04   -0.742 0.458895    
## PC3439      -6.361e-05  3.029e-04   -0.210 0.833790    
## PC3440       4.425e-04  3.271e-04    1.353 0.177055    
## PC3441      -5.844e-05  3.057e-04   -0.191 0.848503    
## PC3442      -5.939e-04  3.059e-04   -1.941 0.053141 .  
## PC3443      -1.069e-05  2.843e-04   -0.038 0.970036    
## PC3444      -1.302e-04  3.126e-04   -0.416 0.677436    
## PC3445      -1.422e-04  2.827e-04   -0.503 0.615406    
## PC3446       9.781e-05  3.194e-04    0.306 0.759636    
## PC3447       1.241e-04  3.055e-04    0.406 0.684753    
## PC3448      -3.656e-04  2.757e-04   -1.326 0.185858    
## PC3449       4.607e-04  3.202e-04    1.439 0.151244    
## PC3450      -3.528e-04  3.169e-04   -1.113 0.266440    
## PC3451      -2.513e-04  2.959e-04   -0.849 0.396416    
## PC3452      -3.476e-04  3.136e-04   -1.108 0.268642    
## PC3453       5.213e-04  3.112e-04    1.675 0.094913 .  
## PC3454       3.851e-04  2.775e-04    1.388 0.166270    
## PC3455       2.475e-04  3.180e-04    0.778 0.436951    
## PC3456       2.395e-04  3.015e-04    0.794 0.427618    
## PC3457      -5.789e-05  2.986e-04   -0.194 0.846426    
## PC3458      -5.152e-05  3.054e-04   -0.169 0.866135    
## PC3459       6.479e-04  3.142e-04    2.062 0.040075 *  
## PC3460       8.628e-05  2.988e-04    0.289 0.772979    
## PC3461      -5.334e-04  3.049e-04   -1.749 0.081265 .  
## PC3462       6.148e-04  3.079e-04    1.996 0.046776 *  
## PC3463      -8.055e-05  2.852e-04   -0.282 0.777835    
## PC3464      -3.614e-04  2.996e-04   -1.206 0.228640    
## PC3465       2.968e-04  2.871e-04    1.034 0.302193    
## PC3466       9.974e-05  3.418e-04    0.292 0.770651    
## PC3467       6.790e-05  3.177e-04    0.214 0.830931    
## PC3468      -1.262e-04  3.267e-04   -0.386 0.699621    
## PC3469      -6.077e-04  3.139e-04   -1.936 0.053799 .  
## PC3470      -3.739e-04  3.043e-04   -1.229 0.220151    
## PC3471      -1.970e-04  3.060e-04   -0.644 0.520243    
## PC3472       3.909e-04  2.888e-04    1.354 0.176874    
## PC3473      -8.108e-04  3.044e-04   -2.664 0.008144 ** 
## PC3474       1.988e-05  2.872e-04    0.069 0.944879    
## PC3475       5.141e-04  2.939e-04    1.749 0.081330 .  
## PC3476      -1.742e-04  3.088e-04   -0.564 0.572993    
## PC3477       6.485e-04  3.249e-04    1.996 0.046838 *  
## PC3478      -4.706e-04  3.013e-04   -1.562 0.119370    
## PC3479      -5.145e-04  3.201e-04   -1.607 0.109051    
## PC3480       3.729e-05  3.419e-04    0.109 0.913221    
## PC3481      -3.662e-04  3.076e-04   -1.190 0.234830    
## PC3482       2.654e-04  3.001e-04    0.884 0.377155    
## PC3483       4.676e-04  2.869e-04    1.630 0.104153    
## PC3484       7.354e-04  2.848e-04    2.582 0.010300 *  
## PC3485      -4.828e-04  2.800e-04   -1.725 0.085635 .  
## PC3486       8.433e-04  2.933e-04    2.875 0.004322 ** 
## PC3487      -3.260e-04  3.065e-04   -1.064 0.288322    
## PC3488       2.757e-04  3.262e-04    0.845 0.398710    
## PC3489       2.263e-04  3.124e-04    0.724 0.469414    
## PC3490      -1.194e-04  2.979e-04   -0.401 0.688903    
## PC3491       2.773e-04  2.987e-04    0.928 0.353966    
## PC3492       7.292e-05  3.127e-04    0.233 0.815727    
## PC3493      -8.122e-06  2.976e-04   -0.027 0.978242    
## PC3494       8.039e-05  3.091e-04    0.260 0.795001    
## PC3495       3.742e-04  3.061e-04    1.223 0.222418    
## PC3496       2.467e-04  3.126e-04    0.789 0.430542    
## PC3497      -4.003e-04  3.211e-04   -1.246 0.213571    
## PC3498      -5.239e-04  3.046e-04   -1.720 0.086418 .  
## PC3499      -6.170e-04  3.313e-04   -1.862 0.063528 .  
## PC3500      -2.547e-05  3.121e-04   -0.082 0.935026    
## PC3501       3.733e-04  3.134e-04    1.191 0.234644    
## PC3502       4.639e-04  3.134e-04    1.480 0.139910    
## PC3503       4.814e-04  3.014e-04    1.597 0.111220    
## PC3504      -2.982e-05  3.098e-04   -0.096 0.923383    
## PC3505      -3.815e-04  2.908e-04   -1.312 0.190539    
## PC3506      -9.746e-05  3.006e-04   -0.324 0.745973    
## PC3507      -5.511e-05  2.998e-04   -0.184 0.854264    
## PC3508      -5.466e-04  3.056e-04   -1.789 0.074623 .  
## PC3509       7.000e-05  3.085e-04    0.227 0.820659    
## PC3510      -1.315e-05  2.984e-04   -0.044 0.964878    
## PC3511       3.517e-04  3.145e-04    1.118 0.264403    
## PC3512      -7.105e-04  2.996e-04   -2.371 0.018341 *  
## PC3513       4.466e-05  3.095e-04    0.144 0.885381    
## PC3514      -1.638e-04  2.986e-04   -0.548 0.583796    
## PC3515      -4.741e-04  2.921e-04   -1.623 0.105576    
## PC3516      -3.019e-04  3.127e-04   -0.965 0.335095    
## PC3517       1.985e-04  2.891e-04    0.687 0.492906    
## PC3518      -1.270e-04  3.091e-04   -0.411 0.681389    
## PC3519       5.324e-05  2.892e-04    0.184 0.854069    
## PC3520      -5.133e-04  3.236e-04   -1.586 0.113798    
## PC3521       3.665e-04  3.065e-04    1.195 0.232828    
## PC3522      -1.085e-03  3.207e-04   -3.384 0.000807 ***
## PC3523       3.227e-04  3.073e-04    1.050 0.294538    
## PC3524       4.439e-04  3.179e-04    1.397 0.163552    
## PC3525      -1.232e-04  2.988e-04   -0.412 0.680307    
## PC3526      -2.301e-04  3.039e-04   -0.757 0.449573    
## PC3527       1.099e-04  2.991e-04    0.367 0.713547    
## PC3528       6.285e-05  2.883e-04    0.218 0.827594    
## PC3529      -1.927e-04  2.814e-04   -0.685 0.494038    
## PC3530       3.111e-04  3.123e-04    0.996 0.320040    
## PC3531      -4.727e-04  3.268e-04   -1.446 0.149100    
## PC3532      -7.670e-04  3.131e-04   -2.450 0.014849 *  
## PC3533      -1.410e-04  3.183e-04   -0.443 0.658162    
## PC3534      -6.330e-04  3.021e-04   -2.095 0.037001 *  
## PC3535       1.294e-04  2.979e-04    0.434 0.664420    
## PC3536      -3.222e-04  3.037e-04   -1.061 0.289572    
## PC3537       5.992e-04  2.958e-04    2.026 0.043662 *  
## PC3538      -5.351e-04  2.999e-04   -1.784 0.075349 .  
## PC3539       1.024e-04  2.926e-04    0.350 0.726659    
## PC3540      -6.137e-04  3.188e-04   -1.925 0.055131 .  
## PC3541      -6.064e-04  3.232e-04   -1.876 0.061581 .  
## PC3542      -4.148e-04  3.198e-04   -1.297 0.195690    
## PC3543      -2.849e-04  3.017e-04   -0.944 0.345726    
## PC3544      -9.371e-04  2.974e-04   -3.151 0.001792 ** 
## PC3545      -5.634e-04  3.320e-04   -1.697 0.090731 .  
## PC3546      -7.103e-04  3.005e-04   -2.363 0.018741 *  
## PC3547      -3.660e-04  3.248e-04   -1.127 0.260652    
## PC3548      -1.998e-04  3.040e-04   -0.657 0.511560    
## PC3549       5.482e-04  2.861e-04    1.916 0.056296 .  
## PC3550      -2.224e-04  3.032e-04   -0.733 0.463841    
## PC3551       8.146e-06  3.159e-04    0.026 0.979444    
## PC3552      -5.672e-04  2.882e-04   -1.968 0.049965 *  
## PC3553      -8.182e-05  2.945e-04   -0.278 0.781335    
## PC3554      -1.652e-05  2.972e-04   -0.056 0.955713    
## PC3555      -3.517e-04  3.104e-04   -1.133 0.258173    
## PC3556      -5.532e-04  3.014e-04   -1.835 0.067478 .  
## PC3557      -4.490e-05  3.118e-04   -0.144 0.885598    
## PC3558       2.455e-04  3.189e-04    0.770 0.441894    
## PC3559       1.337e-05  3.020e-04    0.044 0.964719    
## PC3560       2.621e-04  3.124e-04    0.839 0.402091    
## PC3561      -2.998e-04  3.068e-04   -0.977 0.329290    
## PC3562       4.797e-04  3.041e-04    1.577 0.115793    
## PC3563      -5.258e-04  3.158e-04   -1.665 0.097020 .  
## PC3564      -7.549e-05  3.071e-04   -0.246 0.805970    
## PC3565      -7.820e-04  2.907e-04   -2.690 0.007538 ** 
## PC3566      -3.182e-04  3.251e-04   -0.979 0.328559    
## PC3567       2.102e-04  3.026e-04    0.695 0.487826    
## PC3568      -9.436e-05  3.051e-04   -0.309 0.757352    
## PC3569      -2.273e-05  3.255e-04   -0.070 0.944365    
## PC3570       2.345e-04  3.029e-04    0.774 0.439332    
## PC3571       3.219e-04  3.226e-04    0.998 0.319166    
## PC3572       4.137e-04  3.150e-04    1.313 0.190092    
## PC3573       7.536e-04  3.111e-04    2.422 0.016009 *  
## PC3574       3.330e-04  3.226e-04    1.032 0.302731    
## PC3575      -4.717e-04  3.198e-04   -1.475 0.141220    
## PC3576       2.814e-04  3.214e-04    0.875 0.382068    
## PC3577      -4.583e-04  3.068e-04   -1.494 0.136276    
## PC3578      -1.039e-04  3.069e-04   -0.338 0.735248    
## PC3579      -1.063e-04  2.985e-04   -0.356 0.722162    
## PC3580       1.556e-04  3.168e-04    0.491 0.623677    
## PC3581      -5.400e-04  3.109e-04   -1.737 0.083425 .  
## PC3582      -3.183e-04  3.023e-04   -1.053 0.293117    
## PC3583       2.279e-04  3.002e-04    0.759 0.448501    
## PC3584       8.111e-04  3.118e-04    2.601 0.009748 ** 
## PC3585      -1.548e-04  3.194e-04   -0.485 0.628268    
## PC3586       6.039e-04  3.125e-04    1.932 0.054271 .  
## PC3587      -5.855e-05  3.010e-04   -0.195 0.845885    
## PC3588       3.996e-04  3.354e-04    1.192 0.234376    
## PC3589      -2.422e-05  3.188e-04   -0.076 0.939512    
## PC3590       1.247e-04  2.977e-04    0.419 0.675586    
## PC3591      -3.112e-04  3.000e-04   -1.037 0.300529    
## PC3592      -3.653e-04  3.136e-04   -1.165 0.245041    
## PC3593       3.481e-04  3.077e-04    1.131 0.258817    
## PC3594      -3.093e-04  3.051e-04   -1.014 0.311549    
## PC3595      -8.745e-05  3.147e-04   -0.278 0.781312    
## PC3596      -5.705e-05  3.177e-04   -0.180 0.857609    
## PC3597      -6.530e-05  3.241e-04   -0.202 0.840440    
## PC3598       2.670e-04  3.196e-04    0.835 0.404231    
## PC3599      -4.386e-04  2.932e-04   -1.496 0.135719    
## PC3600       7.067e-04  3.096e-04    2.283 0.023150 *  
## PC3601      -3.865e-04  3.029e-04   -1.276 0.202887    
## PC3602      -1.665e-04  3.176e-04   -0.524 0.600539    
## PC3603       5.820e-04  2.968e-04    1.961 0.050770 .  
## PC3604       1.377e-04  2.956e-04    0.466 0.641626    
## PC3605       1.581e-04  2.940e-04    0.538 0.591292    
## PC3606       2.858e-05  3.277e-04    0.087 0.930539    
## PC3607      -7.019e-05  3.058e-04   -0.230 0.818632    
## PC3608      -1.677e-04  3.146e-04   -0.533 0.594302    
## PC3609      -6.437e-04  3.294e-04   -1.954 0.051597 .  
## PC3610       3.879e-05  3.179e-04    0.122 0.902948    
## PC3611       1.257e-04  3.029e-04    0.415 0.678370    
## PC3612      -4.215e-04  2.936e-04   -1.436 0.152138    
## PC3613      -5.964e-04  3.059e-04   -1.950 0.052149 .  
## PC3614      -4.001e-05  3.254e-04   -0.123 0.902227    
## PC3615      -6.436e-04  3.200e-04   -2.011 0.045159 *  
## PC3616       2.598e-04  3.122e-04    0.832 0.406006    
## PC3617       2.656e-04  3.116e-04    0.852 0.394713    
## PC3618       2.179e-04  3.290e-04    0.662 0.508352    
## PC3619       6.712e-04  3.002e-04    2.236 0.026090 *  
## PC3620       1.131e-04  3.125e-04    0.362 0.717575    
## PC3621      -2.812e-05  3.066e-04   -0.092 0.926981    
## PC3622       9.040e-05  3.100e-04    0.292 0.770752    
## PC3623      -8.605e-04  3.155e-04   -2.728 0.006750 ** 
## PC3624      -1.796e-05  3.076e-04   -0.058 0.953471    
## PC3625       3.153e-04  2.969e-04    1.062 0.289025    
## PC3626      -8.389e-04  3.089e-04   -2.716 0.006992 ** 
## PC3627      -2.054e-04  3.153e-04   -0.651 0.515289    
## PC3628       3.200e-04  3.116e-04    1.027 0.305315    
## PC3629       3.445e-04  3.169e-04    1.087 0.277891    
## PC3630       4.520e-04  3.021e-04    1.496 0.135608    
## PC3631       2.974e-05  3.021e-04    0.098 0.921643    
## PC3632      -5.207e-05  3.007e-04   -0.173 0.862642    
## PC3633      -9.393e-04  3.302e-04   -2.845 0.004749 ** 
## PC3634      -2.604e-04  2.982e-04   -0.873 0.383264    
## PC3635       3.070e-04  3.218e-04    0.954 0.340887    
## PC3636       3.375e-05  2.996e-04    0.113 0.910389    
## PC3637      -3.916e-04  3.324e-04   -1.178 0.239674    
## PC3638       2.495e-04  3.259e-04    0.766 0.444426    
## PC3639      -4.262e-04  3.113e-04   -1.369 0.172036    
## PC3640       3.863e-04  2.864e-04    1.349 0.178397    
## PC3641       4.982e-04  3.289e-04    1.515 0.130897    
## PC3642       4.627e-04  2.983e-04    1.551 0.121953    
## PC3643      -2.764e-04  2.976e-04   -0.929 0.353758    
## PC3644      -2.462e-04  2.955e-04   -0.833 0.405293    
## PC3645       7.606e-05  3.127e-04    0.243 0.808016    
## PC3646      -4.122e-04  3.157e-04   -1.306 0.192698    
## PC3647      -5.837e-05  2.970e-04   -0.197 0.844320    
## PC3648       7.890e-04  3.057e-04    2.581 0.010318 *  
## PC3649       5.438e-04  3.127e-04    1.739 0.082995 .  
## PC3650      -1.254e-04  3.084e-04   -0.407 0.684503    
## PC3651       3.716e-04  3.030e-04    1.226 0.220992    
## PC3652      -1.754e-04  2.983e-04   -0.588 0.557099    
## PC3653       1.566e-04  2.956e-04    0.530 0.596554    
## PC3654      -5.540e-05  3.179e-04   -0.174 0.861787    
## PC3655      -3.574e-04  3.070e-04   -1.164 0.245268    
## PC3656      -2.811e-04  3.399e-04   -0.827 0.408965    
## PC3657      -4.308e-04  3.442e-04   -1.252 0.211606    
## PC3658       3.455e-04  3.121e-04    1.107 0.269128    
## PC3659      -2.989e-04  2.964e-04   -1.008 0.314081    
## PC3660       2.881e-04  2.854e-04    1.009 0.313649    
## PC3661       2.773e-04  3.113e-04    0.891 0.373691    
## PC3662      -2.577e-05  3.223e-04   -0.080 0.936329    
## PC3663       4.081e-04  3.135e-04    1.302 0.194014    
## PC3664      -1.026e-03  3.084e-04   -3.328 0.000982 ***
## PC3665       3.313e-04  2.865e-04    1.157 0.248347    
## PC3666      -2.922e-04  2.987e-04   -0.978 0.328868    
## PC3667       2.949e-05  3.128e-04    0.094 0.924946    
## PC3668      -1.710e-05  3.091e-04   -0.055 0.955915    
## PC3669      -3.779e-04  3.195e-04   -1.183 0.237824    
## PC3670       5.691e-04  3.148e-04    1.808 0.071575 .  
## PC3671       4.444e-04  3.107e-04    1.431 0.153589    
## PC3672      -4.173e-04  3.248e-04   -1.285 0.199873    
## PC3673       6.199e-04  2.953e-04    2.099 0.036623 *  
## PC3674       7.892e-04  3.281e-04    2.406 0.016742 *  
## PC3675      -1.267e-04  3.048e-04   -0.416 0.677936    
## PC3676       3.451e-04  2.892e-04    1.193 0.233644    
## PC3677       1.173e-04  3.129e-04    0.375 0.707992    
## PC3678      -2.341e-04  3.245e-04   -0.721 0.471169    
## PC3679      -6.140e-04  3.102e-04   -1.980 0.048647 *  
## PC3680      -1.790e-04  3.222e-04   -0.556 0.578827    
## PC3681      -1.251e-04  3.642e-04   -0.344 0.731418    
## PC3682      -3.476e-04  3.040e-04   -1.143 0.253784    
## PC3683      -9.930e-05  3.171e-04   -0.313 0.754413    
## PC3684      -4.772e-04  3.195e-04   -1.494 0.136280    
## PC3685       5.846e-05  3.034e-04    0.193 0.847356    
## PC3686       1.623e-04  3.186e-04    0.510 0.610737    
## PC3687      -2.236e-04  3.137e-04   -0.713 0.476532    
## PC3688       8.983e-05  3.202e-04    0.281 0.779234    
## PC3689      -5.225e-04  3.087e-04   -1.693 0.091502 .  
## PC3690       2.803e-04  3.107e-04    0.902 0.367696    
## PC3691      -1.200e-04  3.130e-04   -0.383 0.701743    
## PC3692       2.425e-04  3.094e-04    0.784 0.433803    
## PC3693      -4.047e-04  3.150e-04   -1.285 0.199832    
## PC3694       1.321e-04  3.186e-04    0.415 0.678566    
## PC3695      -6.001e-04  3.140e-04   -1.911 0.056914 .  
## PC3696       4.045e-04  3.145e-04    1.286 0.199336    
## PC3697      -6.429e-04  2.960e-04   -2.172 0.030626 *  
## PC3698      -5.646e-04  3.089e-04   -1.828 0.068513 .  
## PC3699       6.817e-04  3.140e-04    2.171 0.030707 *  
## PC3700      -1.551e-04  3.010e-04   -0.515 0.606768    
## PC3701       1.556e-04  3.141e-04    0.496 0.620575    
## PC3702       3.884e-04  3.058e-04    1.270 0.205052    
## PC3703       7.606e-04  3.248e-04    2.341 0.019855 *  
## PC3704       5.248e-05  3.377e-04    0.155 0.876597    
## PC3705       1.006e-03  3.168e-04    3.174 0.001658 ** 
## PC3706       1.198e-04  3.116e-04    0.385 0.700796    
## PC3707      -6.504e-04  2.923e-04   -2.225 0.026808 *  
## PC3708      -1.763e-04  2.996e-04   -0.588 0.556780    
## PC3709      -3.847e-04  3.223e-04   -1.193 0.233627    
## PC3710       1.796e-04  3.328e-04    0.540 0.589725    
## PC3711      -5.590e-04  3.218e-04   -1.737 0.083421 .  
## PC3712      -3.186e-04  3.210e-04   -0.993 0.321732    
## PC3713      -2.375e-04  3.020e-04   -0.786 0.432229    
## PC3714      -3.269e-04  3.115e-04   -1.049 0.294862    
## PC3715      -5.342e-04  3.209e-04   -1.665 0.096999 .  
## PC3716       8.865e-06  3.259e-04    0.027 0.978316    
## PC3717       4.434e-04  3.085e-04    1.437 0.151712    
## PC3718       1.453e-04  3.086e-04    0.471 0.638150    
## PC3719      -4.904e-05  2.935e-04   -0.167 0.867431    
## PC3720       4.277e-05  3.209e-04    0.133 0.894081    
## PC3721      -1.334e-04  2.993e-04   -0.446 0.656184    
## PC3722       3.430e-04  3.090e-04    1.110 0.267889    
## PC3723       7.694e-04  3.226e-04    2.385 0.017715 *  
## PC3724       3.343e-04  3.159e-04    1.058 0.290811    
## PC3725      -4.155e-04  3.162e-04   -1.314 0.189821    
## PC3726      -2.520e-04  3.098e-04   -0.813 0.416712    
## PC3727      -5.287e-06  3.159e-04   -0.017 0.986656    
## PC3728      -1.198e-04  3.128e-04   -0.383 0.702076    
## PC3729       4.152e-04  3.142e-04    1.322 0.187324    
## PC3730      -3.850e-04  3.292e-04   -1.169 0.243145    
## PC3731      -6.946e-05  3.036e-04   -0.229 0.819202    
## PC3732       1.035e-03  3.291e-04    3.146 0.001820 ** 
## PC3733      -2.152e-04  3.212e-04   -0.670 0.503467    
## PC3734       2.379e-04  3.064e-04    0.776 0.438120    
## PC3735      -5.342e-04  3.120e-04   -1.712 0.087930 .  
## PC3736       1.220e-03  3.145e-04    3.879 0.000129 ***
## PC3737       2.948e-04  2.951e-04    0.999 0.318549    
## PC3738       2.361e-04  3.278e-04    0.720 0.471838    
## PC3739      -3.918e-04  3.254e-04   -1.204 0.229425    
## PC3740       3.460e-05  2.908e-04    0.119 0.905369    
## PC3741       2.633e-04  3.245e-04    0.812 0.417673    
## PC3742      -9.949e-05  2.976e-04   -0.334 0.738371    
## PC3743       6.025e-05  3.105e-04    0.194 0.846297    
## PC3744      -2.484e-04  3.180e-04   -0.781 0.435424    
## PC3745      -2.650e-04  3.048e-04   -0.869 0.385398    
## PC3746      -3.898e-04  3.215e-04   -1.213 0.226218    
## PC3747       3.623e-04  3.093e-04    1.171 0.242436    
## PC3748       4.791e-04  3.037e-04    1.578 0.115722    
## PC3749       2.748e-04  3.244e-04    0.847 0.397658    
## PC3750      -4.133e-05  3.101e-04   -0.133 0.894081    
## PC3751       1.873e-06  3.235e-04    0.006 0.995382    
## PC3752       4.651e-04  3.085e-04    1.508 0.132637    
## PC3753       9.951e-04  3.205e-04    3.105 0.002083 ** 
## PC3754       1.593e-04  3.093e-04    0.515 0.606820    
## PC3755      -9.250e-05  3.095e-04   -0.299 0.765268    
## PC3756      -6.565e-05  2.893e-04   -0.227 0.820595    
## PC3757      -6.278e-05  3.054e-04   -0.206 0.837233    
## PC3758      -2.677e-04  3.169e-04   -0.845 0.398865    
## PC3759      -4.560e-04  3.033e-04   -1.503 0.133790    
## PC3760       2.080e-05  3.107e-04    0.067 0.946656    
## PC3761       1.947e-04  3.024e-04    0.644 0.520182    
## PC3762      -1.028e-06  3.295e-04   -0.003 0.997512    
## PC3763      -7.519e-05  3.284e-04   -0.229 0.819074    
## PC3764       7.601e-04  3.276e-04    2.321 0.020972 *  
## PC3765      -2.458e-04  3.201e-04   -0.768 0.443254    
## PC3766       4.461e-04  3.118e-04    1.431 0.153481    
## PC3767       8.533e-04  3.282e-04    2.599 0.009794 ** 
## PC3768       1.203e-05  3.014e-04    0.040 0.968197    
## PC3769       5.845e-04  3.073e-04    1.902 0.058077 .  
## PC3770       3.555e-04  3.115e-04    1.141 0.254710    
## PC3771      -4.008e-05  3.079e-04   -0.130 0.896519    
## PC3772      -2.129e-04  2.938e-04   -0.725 0.469281    
## PC3773       2.656e-04  3.152e-04    0.843 0.400120    
## PC3774       1.724e-04  3.402e-04    0.507 0.612764    
## PC3775      -1.072e-04  3.053e-04   -0.351 0.725809    
## PC3776       8.346e-04  3.212e-04    2.598 0.009835 ** 
## PC3777       4.339e-04  3.027e-04    1.433 0.152808    
## PC3778       2.428e-04  3.184e-04    0.763 0.446198    
## PC3779      -4.530e-04  3.059e-04   -1.481 0.139727    
## PC3780      -3.718e-04  3.112e-04   -1.195 0.233081    
## PC3781      -1.694e-04  3.109e-04   -0.545 0.586202    
## PC3782       5.375e-04  3.019e-04    1.781 0.075977 .  
## PC3783       3.619e-04  2.991e-04    1.210 0.227315    
## PC3784      -4.811e-04  2.976e-04   -1.617 0.106966    
## PC3785       4.218e-04  3.125e-04    1.350 0.178137    
## PC3786       3.001e-04  3.171e-04    0.946 0.344815    
## PC3787       1.172e-04  2.944e-04    0.398 0.690824    
## PC3788       8.381e-05  3.120e-04    0.269 0.788407    
## PC3789      -2.855e-04  3.447e-04   -0.828 0.408151    
## PC3790      -7.860e-04  3.228e-04   -2.435 0.015470 *  
## PC3791       1.894e-04  3.389e-04    0.559 0.576757    
## PC3792       2.340e-04  3.289e-04    0.711 0.477384    
## PC3793       6.094e-05  3.239e-04    0.188 0.850887    
## PC3794       9.033e-05  2.997e-04    0.301 0.763342    
## PC3795      -8.226e-05  3.152e-04   -0.261 0.794316    
## PC3796      -6.238e-05  3.184e-04   -0.196 0.844807    
## PC3797       1.502e-04  3.165e-04    0.475 0.635482    
## PC3798       2.945e-04  3.143e-04    0.937 0.349466    
## PC3799       2.923e-04  3.133e-04    0.933 0.351622    
## PC3800       4.962e-04  3.175e-04    1.563 0.119138    
## PC3801      -4.904e-04  3.165e-04   -1.549 0.122358    
## PC3802      -1.619e-05  3.266e-04   -0.050 0.960490    
## PC3803       3.296e-04  3.329e-04    0.990 0.322862    
## PC3804       4.940e-04  2.991e-04    1.652 0.099602 .  
## PC3805      -1.000e-03  2.996e-04   -3.338 0.000949 ***
## PC3806      -3.600e-04  3.360e-04   -1.071 0.284910    
## PC3807      -5.489e-05  3.285e-04   -0.167 0.867405    
## PC3808      -4.048e-04  3.265e-04   -1.240 0.216093    
## PC3809      -4.394e-04  3.387e-04   -1.297 0.195555    
## PC3810      -3.678e-04  3.228e-04   -1.140 0.255373    
## PC3811      -9.654e-05  3.097e-04   -0.312 0.755423    
## PC3812      -1.292e-05  3.046e-04   -0.042 0.966195    
## PC3813       5.586e-05  3.140e-04    0.178 0.858946    
## PC3814      -4.363e-04  3.205e-04   -1.361 0.174404    
## PC3815      -2.759e-04  3.371e-04   -0.818 0.413743    
## PC3816      -6.586e-04  3.160e-04   -2.084 0.038020 *  
## PC3817       5.455e-05  3.138e-04    0.174 0.862104    
## PC3818       3.696e-04  3.165e-04    1.168 0.243818    
## PC3819      -3.798e-05  3.128e-04   -0.121 0.903444    
## PC3820       7.853e-05  3.132e-04    0.251 0.802190    
## PC3821      -4.095e-04  3.153e-04   -1.299 0.194975    
## PC3822      -7.495e-04  3.114e-04   -2.407 0.016678 *  
## PC3823      -3.986e-04  3.278e-04   -1.216 0.224913    
## PC3824       3.304e-04  3.194e-04    1.035 0.301674    
## PC3825       2.352e-04  3.139e-04    0.749 0.454173    
## PC3826      -8.769e-05  3.311e-04   -0.265 0.791337    
## PC3827      -1.432e-03  3.192e-04   -4.487 1.03e-05 ***
## PC3828      -1.841e-04  3.292e-04   -0.559 0.576390    
## PC3829       3.277e-04  3.054e-04    1.073 0.284066    
## PC3830       2.441e-04  3.239e-04    0.754 0.451694    
## PC3831       2.608e-05  2.982e-04    0.087 0.930367    
## PC3832       3.314e-04  3.142e-04    1.055 0.292347    
## PC3833      -1.390e-04  3.034e-04   -0.458 0.647106    
## PC3834       4.829e-04  2.984e-04    1.618 0.106626    
## ---
## Signif. codes:  0 '***' 0.001 '**' 0.01 '*' 0.05 '.' 0.1 ' ' 1
## 
## Residual standard error: 0.01348 on 303 degrees of freedom
## Multiple R-squared:  0.9869, Adjusted R-squared:  0.821 
## F-statistic: 5.949 on 3834 and 303 DF,  p-value: < 2.2e-16

cd.full2 = plot.diagnostics(model.full2, data.train2)

## Warning in sqrt(crit * p * (1 - hh)/hh): NaNs produced

## Warning in sqrt(crit * p * (1 - hh)/hh): NaNs produced

## [1] "Number of data points that have Cook's D > 4/n: 2441"
## [1] "Number of data points that have Cook's D > 1: 0"

# much more normal residuals than before. 
# Checking to see if distributions are different and if so whcih variables
# High Leverage Plot 
plotData = data.train %>% 
  rownames_to_column() %>%
  mutate(type=ifelse(rowname %in% high.cd,'High','Normal')) %>%
  dplyr::select(type,target=one_of(label.names))

ggplot(data=plotData, aes(x=type,y=target)) +
  geom_boxplot(fill='light blue',outlier.shape=NA) +
  scale_y_continuous(name="Target Variable Values",label=scales::comma_format(accuracy=.1)) +
  theme_light() +
  ggtitle('Distribution of High Leverage Points and Normal  Points')

# 2 sample t-tests

plotData = data.train %>% 
  rownames_to_column() %>%
  mutate(type=ifelse(rowname %in% high.cd,'High','Normal')) %>%
  dplyr::select(type,one_of(feature.names))

comp.test = lapply(dplyr::select(plotData, one_of(feature.names))
                   , function(x) t.test(x ~ plotData$type, var.equal = TRUE)) 

sig.comp = list.filter(comp.test, p.value < 0.05)
sapply(sig.comp, function(x) x[['p.value']])

##          PC5          PC7         PC23         PC55         PC69         PC70         PC84         PC88         PC93 
## 0.0119305980 0.0144518037 0.0155439134 0.0264844826 0.0256482067 0.0006068247 0.0268313775 0.0382504300 0.0286851213 
##        PC101        PC110        PC128        PC141        PC169        PC203        PC231        PC235        PC257 
## 0.0467975060 0.0320170273 0.0084560217 0.0271766469 0.0257963675 0.0125293441 0.0345396438 0.0242833556 0.0484878254 
##        PC298        PC317        PC327        PC336        PC344        PC361        PC362        PC374        PC379 
## 0.0411338002 0.0421706521 0.0037480037 0.0127191550 0.0120904524 0.0342176590 0.0017344415 0.0379993661 0.0281801837 
##        PC402        PC415        PC452        PC453        PC489        PC529        PC536        PC554        PC569 
## 0.0433794601 0.0366695378 0.0221738311 0.0150837126 0.0186437399 0.0107373270 0.0494767864 0.0005004270 0.0098071053 
##        PC586        PC626        PC630        PC635        PC644        PC645        PC661        PC680        PC752 
## 0.0371706767 0.0154308020 0.0377243745 0.0291121572 0.0451660852 0.0469219393 0.0190908423 0.0085915350 0.0301495704 
##        PC761        PC763        PC769        PC780        PC786        PC796        PC829        PC835        PC837 
## 0.0160938898 0.0236729660 0.0009347640 0.0404750272 0.0371202887 0.0064065840 0.0359391029 0.0494889017 0.0207601442 
##        PC840        PC856        PC883        PC907        PC931        PC932        PC937        PC962        PC994 
## 0.0375735767 0.0470714410 0.0267531050 0.0095943418 0.0025001680 0.0107843631 0.0343222256 0.0356018809 0.0468736542 
##       PC1001       PC1002       PC1017       PC1022       PC1023       PC1040       PC1048       PC1081       PC1095 
## 0.0234621758 0.0388662143 0.0050674757 0.0348407266 0.0231839680 0.0089317571 0.0001297840 0.0194519924 0.0261421126 
##       PC1098       PC1116       PC1141       PC1145       PC1147       PC1158       PC1173       PC1193       PC1227 
## 0.0055099890 0.0315574694 0.0303980175 0.0424142664 0.0472805269 0.0224263206 0.0170846998 0.0346544197 0.0367365759 
##       PC1235       PC1267       PC1268       PC1277       PC1296       PC1299       PC1302       PC1332       PC1354 
## 0.0490349156 0.0318812930 0.0387992994 0.0113908559 0.0358870588 0.0094055511 0.0003039997 0.0039821846 0.0188899921 
##       PC1360       PC1413       PC1463       PC1465       PC1479       PC1495       PC1504       PC1514       PC1557 
## 0.0105946860 0.0200228593 0.0350739505 0.0395598500 0.0027873697 0.0048866541 0.0177641896 0.0426926362 0.0462464691 
##       PC1569       PC1575       PC1584       PC1588       PC1597       PC1617       PC1643       PC1645       PC1666 
## 0.0125932811 0.0461143653 0.0397536586 0.0497920607 0.0431049797 0.0000966684 0.0454870595 0.0293415758 0.0470369895 
##       PC1713       PC1723       PC1765       PC1799       PC1812       PC1818       PC1861       PC1911       PC1923 
## 0.0313690199 0.0487359805 0.0038339893 0.0328094151 0.0094085478 0.0102088855 0.0070365680 0.0484385912 0.0002264797 
##       PC1929       PC1942       PC1951       PC1984       PC1994       PC2003       PC2004       PC2043       PC2067 
## 0.0012727505 0.0412228525 0.0337376721 0.0081290371 0.0314420908 0.0482079656 0.0008101387 0.0246264928 0.0127986016 
##       PC2070       PC2077       PC2078       PC2108       PC2126       PC2127       PC2134       PC2138       PC2154 
## 0.0104534957 0.0102604074 0.0057924230 0.0411047657 0.0027119837 0.0345237570 0.0299156208 0.0151774830 0.0251929401 
##       PC2160       PC2174       PC2180       PC2230       PC2254       PC2270       PC2330       PC2404       PC2421 
## 0.0135387305 0.0429243400 0.0456777251 0.0044803018 0.0201658548 0.0185003637 0.0006501101 0.0418055705 0.0480613818 
##       PC2423       PC2426       PC2440       PC2452       PC2478       PC2514       PC2522       PC2527       PC2557 
## 0.0169753094 0.0186180461 0.0343479615 0.0462713196 0.0305457127 0.0470932229 0.0082455615 0.0236468757 0.0417778846 
##       PC2632       PC2658       PC2664       PC2667       PC2673       PC2679       PC2684       PC2729       PC2738 
## 0.0356634262 0.0187664790 0.0249166980 0.0340544984 0.0244202424 0.0005783415 0.0228682208 0.0186576469 0.0164051115 
##       PC2744       PC2786       PC2807       PC2815       PC2820       PC2846       PC2858       PC2860       PC2878 
## 0.0286038343 0.0070749757 0.0493286737 0.0384821972 0.0260736728 0.0014493981 0.0217708326 0.0390144799 0.0431950074 
##       PC2890       PC2894       PC2898       PC2930       PC2961       PC2969       PC3000       PC3043       PC3074 
## 0.0423390454 0.0267684253 0.0189468813 0.0340333931 0.0035246537 0.0200207797 0.0474076982 0.0077390610 0.0096370686 
##       PC3076       PC3087       PC3093       PC3110       PC3122       PC3139       PC3141       PC3151       PC3183 
## 0.0214877990 0.0253250922 0.0350721132 0.0154000802 0.0140999472 0.0421773553 0.0452432634 0.0113475642 0.0121287139 
##       PC3185       PC3238       PC3251       PC3254       PC3264       PC3267       PC3272       PC3307       PC3341 
## 0.0434614301 0.0436035508 0.0009084474 0.0493641086 0.0258324668 0.0104560014 0.0356379759 0.0430514008 0.0297976190 
##       PC3368       PC3379       PC3395       PC3413       PC3417       PC3438       PC3453       PC3459       PC3482 
## 0.0417688489 0.0148109599 0.0481294808 0.0208503422 0.0283120463 0.0446653540 0.0248168179 0.0375802481 0.0368183391 
##       PC3544       PC3552       PC3570       PC3604       PC3640       PC3650       PC3662       PC3665       PC3694 
## 0.0367144244 0.0248451807 0.0279564673 0.0460728491 0.0170628317 0.0316338249 0.0303606757 0.0198725439 0.0199086440 
##       PC3706       PC3711       PC3742       PC3745       PC3754       PC3774       PC3798       PC3812       PC3823 
## 0.0337803100 0.0364124954 0.0201857329 0.0021419946 0.0473605183 0.0172829653 0.0139041218 0.0377469808 0.0338755518 
##       PC3829       PC3834 
## 0.0385780098 0.0185796916

mm = melt(plotData, id=c('type')) %>% filter(variable %in% names(sig.comp))

ggplot(mm,aes(x=type, y=value)) +
  geom_boxplot()+
  facet_wrap(~variable, ncol=5, scales = 'free_y') +
  scale_y_continuous(name="values",label=scales::comma_format(accuracy=.1)) +
  ggtitle('Distribution of High Leverage Points and Normal Points')

# Distribution (box) Plots
mm = melt(plotData, id=c('type'))

ggplot(mm,aes(x=type, y=value)) +
  geom_boxplot()+
  facet_wrap(~variable, ncol=8, scales = 'free_y') +
  scale_y_continuous(name="values",label=scales::comma_format(accuracy=.1)) +
  ggtitle('Distribution of High Leverage Points and Normal Points')

Grand Means Model

model.null = lm(grand.mean.formula, data.train)
summary(model.null)

## 
## Call:
## lm(formula = grand.mean.formula, data = data.train)
## 
## Residuals:
##       Min        1Q    Median        3Q       Max 
## -0.115027 -0.023884 -0.003404  0.020669  0.190286 
## 
## Coefficients:
##             Estimate Std. Error t value Pr(>|t|)    
## (Intercept) 2.096903   0.000484    4332   <2e-16 ***
## ---
## Signif. codes:  0 '***' 0.001 '**' 0.01 '*' 0.05 '.' 0.1 ' ' 1
## 
## Residual standard error: 0.03617 on 5583 degrees of freedom

Variable Selection

Basic: http://www.stat.columbia.edu/~martin/W2024/R10.pdf Cross Validation + Other Metrics: http://www.sthda.com/english/articles/37-model-selection-essentials-in-r/154-stepwise-regression-essentials-in-r/

Forward Selection with CV

Train

if (algo.forward.caret == TRUE){
  set.seed(1)
  returned = train.caret.glmselect(formula = formula
                                   , data = data.train
                                   , method = "leapForward"
                                   , feature.names = feature.names)
  model.forward = returned$model
  id = returned$id
}

Test

if (algo.forward.caret == TRUE){
    test.model(model=model.forward, test=data.test
             ,method = 'leapForward',subopt = NULL
             ,formula = formula, feature.names = feature.names, label.names = label.names
             ,id = id
             ,draw.limits = TRUE, transformation = t)
}

Backward Elimination with CV

Train

if (algo.backward.caret == TRUE){
  set.seed(1)
  returned = train.caret.glmselect(formula = formula
                                   ,data =  data.train
                                   ,method = "leapBackward"
                                   ,feature.names =  feature.names)
  model.backward = returned$model
  id = returned$id
}

Test

if (algo.backward.caret == TRUE){
  test.model(model.backward, data.test
             ,method = 'leapBackward',subopt = NULL
             ,formula = formula, feature.names = feature.names, label.names = label.names
             ,id = id
             ,draw.limits = TRUE, transformation = t)
}

Stepwise Selection with CV

Train

if (algo.stepwise.caret == TRUE){
  set.seed(1)
  returned = train.caret.glmselect(formula = formula
                                   ,data =  data.train
                                   ,method = "leapSeq"
                                   ,feature.names = feature.names)
  model.stepwise = returned$model
  id = returned$id
}

Test

if (algo.stepwise.caret == TRUE){
  test.model(model.stepwise, data.test
             ,method = 'leapSeq',subopt = NULL
             ,formula = formula, feature.names = feature.names, label.names = label.names
             ,id = id
             ,draw.limits = TRUE, transformation = t)
  
}

LASSO with CV

Train

if (algo.LASSO.caret == TRUE){
  set.seed(1)
  tune.grid= expand.grid(alpha = 1,lambda = 10^seq(from=-4,to=-2,length=100))
  returned = train.caret.glmselect(formula = formula
                                   ,data =  data.train
                                   ,method = "glmnet"
                                   ,subopt = 'LASSO'
                                   ,tune.grid = tune.grid
                                   ,feature.names = feature.names)
  model.LASSO.caret = returned$model
}

## Warning in nominalTrainWorkflow(x = x, y = y, wts = weights, info = trainInfo, : There were missing values in resampled
## performance measures.

## Aggregating results
## Selecting tuning parameters
## Fitting alpha = 1, lambda = 0.000705 on full training set
## glmnet 
## 
## 5584 samples
## 3834 predictors
## 
## No pre-processing
## Resampling: Cross-Validated (10 fold) 
## Summary of sample sizes: 5026, 5026, 5026, 5025, 5025, 5026, ... 
## Resampling results across tuning parameters:
## 
##   lambda        RMSE        Rsquared    MAE       
##   0.0001000000  0.04195541  0.07102587  0.03303970
##   0.0001047616  0.04156132  0.07257235  0.03271569
##   0.0001097499  0.04117001  0.07416359  0.03239167
##   0.0001149757  0.04079102  0.07581149  0.03207722
##   0.0001204504  0.04041299  0.07753869  0.03176453
##   0.0001261857  0.04004524  0.07932264  0.03145593
##   0.0001321941  0.03968102  0.08116836  0.03114892
##   0.0001384886  0.03933152  0.08301223  0.03085253
##   0.0001450829  0.03898610  0.08490077  0.03055782
##   0.0001519911  0.03865352  0.08681484  0.03027627
##   0.0001592283  0.03832425  0.08882535  0.02999558
##   0.0001668101  0.03800377  0.09095653  0.02972379
##   0.0001747528  0.03768759  0.09318248  0.02945567
##   0.0001830738  0.03738393  0.09547751  0.02919736
##   0.0001917910  0.03708678  0.09784467  0.02894273
##   0.0002009233  0.03680588  0.10022537  0.02869754
##   0.0002104904  0.03653024  0.10272642  0.02845838
##   0.0002205131  0.03626988  0.10519571  0.02823186
##   0.0002310130  0.03601665  0.10774230  0.02801359
##   0.0002420128  0.03577809  0.11026379  0.02781258
##   0.0002535364  0.03554751  0.11284068  0.02762023
##   0.0002656088  0.03533141  0.11540041  0.02744039
##   0.0002782559  0.03512459  0.11797405  0.02726792
##   0.0002915053  0.03493206  0.12051824  0.02710201
##   0.0003053856  0.03474831  0.12309909  0.02694054
##   0.0003199267  0.03457613  0.12568296  0.02679233
##   0.0003351603  0.03441525  0.12821315  0.02665571
##   0.0003511192  0.03426814  0.13063839  0.02653108
##   0.0003678380  0.03413118  0.13302177  0.02641787
##   0.0003853529  0.03400653  0.13529916  0.02631477
##   0.0004037017  0.03389119  0.13754358  0.02621698
##   0.0004229243  0.03378486  0.13977281  0.02612366
##   0.0004430621  0.03368722  0.14197246  0.02604209
##   0.0004641589  0.03359975  0.14405629  0.02597057
##   0.0004862602  0.03352384  0.14595213  0.02590934
##   0.0005094138  0.03345420  0.14785820  0.02585316
##   0.0005336699  0.03339454  0.14960729  0.02580694
##   0.0005590810  0.03334503  0.15116000  0.02577023
##   0.0005857021  0.03330695  0.15243992  0.02574096
##   0.0006135907  0.03327623  0.15362203  0.02571433
##   0.0006428073  0.03325532  0.15456514  0.02569593
##   0.0006734151  0.03324124  0.15540700  0.02568540
##   0.0007054802  0.03323864  0.15585613  0.02568767
##   0.0007390722  0.03324020  0.15628671  0.02569680
##   0.0007742637  0.03325175  0.15632321  0.02571610
##   0.0008111308  0.03327013  0.15612657  0.02573980
##   0.0008497534  0.03329846  0.15544814  0.02576816
##   0.0008902151  0.03333102  0.15461202  0.02579703
##   0.0009326033  0.03337064  0.15337494  0.02583100
##   0.0009770100  0.03340689  0.15234980  0.02586319
##   0.0010235310  0.03344909  0.15094450  0.02589939
##   0.0010722672  0.03349188  0.14950027  0.02593583
##   0.0011233240  0.03353965  0.14770300  0.02597952
##   0.0011768120  0.03358815  0.14586375  0.02602456
##   0.0012328467  0.03364371  0.14352601  0.02607536
##   0.0012915497  0.03369574  0.14141654  0.02612118
##   0.0013530478  0.03375273  0.13891430  0.02617054
##   0.0014174742  0.03380830  0.13650624  0.02621816
##   0.0014849683  0.03386870  0.13372806  0.02626904
##   0.0015556761  0.03393143  0.13077711  0.02631986
##   0.0016297508  0.03399985  0.12736635  0.02637531
##   0.0017073526  0.03407113  0.12367726  0.02643117
##   0.0017886495  0.03414721  0.11957078  0.02649002
##   0.0018738174  0.03422135  0.11553236  0.02654715
##   0.0019630407  0.03429746  0.11125394  0.02660583
##   0.0020565123  0.03436419  0.10764100  0.02665443
##   0.0021544347  0.03443281  0.10381487  0.02670513
##   0.0022570197  0.03449209  0.10066728  0.02674773
##   0.0023644894  0.03455204  0.09739818  0.02679101
##   0.0024770764  0.03459715  0.09525448  0.02682348
##   0.0025950242  0.03464238  0.09307494  0.02685650
##   0.0027185882  0.03468006  0.09151857  0.02688465
##   0.0028480359  0.03471736  0.08999747  0.02691324
##   0.0029836472  0.03475285  0.08867288  0.02694154
##   0.0031257158  0.03479058  0.08720490  0.02697140
##   0.0032745492  0.03483163  0.08550442  0.02700361
##   0.0034304693  0.03487644  0.08350976  0.02703893
##   0.0035938137  0.03491999  0.08164977  0.02707264
##   0.0037649358  0.03496645  0.07955484  0.02710850
##   0.0039442061  0.03500990  0.07776741  0.02714086
##   0.0041320124  0.03505427  0.07591406  0.02717345
##   0.0043287613  0.03509742  0.07423067  0.02720482
##   0.0045348785  0.03514104  0.07255432  0.02723662
##   0.0047508102  0.03517487  0.07206584  0.02726066
##   0.0049770236  0.03520822  0.07182652  0.02728388
##   0.0052140083  0.03524249  0.07182349  0.02730723
##   0.0054622772  0.03528004  0.07182349  0.02733308
##   0.0057223677  0.03532120  0.07182349  0.02736073
##   0.0059948425  0.03536632  0.07182349  0.02739080
##   0.0062802914  0.03541578  0.07182349  0.02742393
##   0.0065793322  0.03546998  0.07182349  0.02746067
##   0.0068926121  0.03552937  0.07182349  0.02750233
##   0.0072208090  0.03559444  0.07182349  0.02754724
##   0.0075646333  0.03566572  0.07182349  0.02759618
##   0.0079248290  0.03574379  0.07182349  0.02765026
##   0.0083021757  0.03582927  0.07182349  0.02771092
##   0.0086974900  0.03592286  0.07182349  0.02777801
##   0.0091116276  0.03602529  0.07182349  0.02785179
##   0.0095454846  0.03612768  0.05828714  0.02792606
##   0.0100000000  0.03614602         NaN  0.02793882
## 
## Tuning parameter 'alpha' was held constant at a value of 1
## RMSE was used to select the optimal model using the smallest value.
## The final values used for the model were alpha = 1 and lambda = 0.0007054802.

##    alpha       lambda
## 43     1 0.0007054802
##     alpha       lambda       RMSE   Rsquared        MAE      RMSESD RsquaredSD        MAESD
## 1       1 0.0001000000 0.04195541 0.07102587 0.03303970 0.001459104 0.01958226 0.0009367497
## 2       1 0.0001047616 0.04156132 0.07257235 0.03271569 0.001450678 0.01961516 0.0009360998
## 3       1 0.0001097499 0.04117001 0.07416359 0.03239167 0.001438370 0.01960876 0.0009335227
## 4       1 0.0001149757 0.04079102 0.07581149 0.03207722 0.001427410 0.01957816 0.0009310240
## 5       1 0.0001204504 0.04041299 0.07753869 0.03176453 0.001414470 0.01953227 0.0009272941
## 6       1 0.0001261857 0.04004524 0.07932264 0.03145593 0.001403545 0.01944666 0.0009268532
## 7       1 0.0001321941 0.03968102 0.08116836 0.03114892 0.001388626 0.01930811 0.0009232843
## 8       1 0.0001384886 0.03933152 0.08301223 0.03085253 0.001376829 0.01916662 0.0009223793
## 9       1 0.0001450829 0.03898610 0.08490077 0.03055782 0.001361887 0.01897457 0.0009174996
## 10      1 0.0001519911 0.03865352 0.08681484 0.03027627 0.001351754 0.01882839 0.0009179252
## 11      1 0.0001592283 0.03832425 0.08882535 0.02999558 0.001340451 0.01865980 0.0009180821
## 12      1 0.0001668101 0.03800377 0.09095653 0.02972379 0.001332537 0.01853610 0.0009133729
## 13      1 0.0001747528 0.03768759 0.09318248 0.02945567 0.001322848 0.01837179 0.0009053126
## 14      1 0.0001830738 0.03738393 0.09547751 0.02919736 0.001315709 0.01821744 0.0008970668
## 15      1 0.0001917910 0.03708678 0.09784467 0.02894273 0.001305595 0.01801987 0.0008861502
## 16      1 0.0002009233 0.03680588 0.10022537 0.02869754 0.001298661 0.01789646 0.0008783505
## 17      1 0.0002104904 0.03653024 0.10272642 0.02845838 0.001292424 0.01779511 0.0008700242
## 18      1 0.0002205131 0.03626988 0.10519571 0.02823186 0.001289960 0.01774511 0.0008664827
## 19      1 0.0002310130 0.03601665 0.10774230 0.02801359 0.001287151 0.01767812 0.0008617531
## 20      1 0.0002420128 0.03577809 0.11026379 0.02781258 0.001284935 0.01758420 0.0008551562
## 21      1 0.0002535364 0.03554751 0.11284068 0.02762023 0.001281558 0.01742551 0.0008466514
## 22      1 0.0002656088 0.03533141 0.11540041 0.02744039 0.001276634 0.01719066 0.0008390374
## 23      1 0.0002782559 0.03512459 0.11797405 0.02726792 0.001269536 0.01690288 0.0008306701
## 24      1 0.0002915053 0.03493206 0.12051824 0.02710201 0.001263303 0.01652875 0.0008222116
## 25      1 0.0003053856 0.03474831 0.12309909 0.02694054 0.001256824 0.01612148 0.0008149410
## 26      1 0.0003199267 0.03457613 0.12568296 0.02679233 0.001251522 0.01579752 0.0008107986
## 27      1 0.0003351603 0.03441525 0.12821315 0.02665571 0.001244974 0.01544403 0.0008094408
## 28      1 0.0003511192 0.03426814 0.13063839 0.02653108 0.001240721 0.01526439 0.0008098636
## 29      1 0.0003678380 0.03413118 0.13302177 0.02641787 0.001236325 0.01513458 0.0008095883
## 30      1 0.0003853529 0.03400653 0.13529916 0.02631477 0.001230881 0.01505895 0.0008093764
## 31      1 0.0004037017 0.03389119 0.13754358 0.02621698 0.001227345 0.01502166 0.0008120785
## 32      1 0.0004229243 0.03378486 0.13977281 0.02612366 0.001221950 0.01509007 0.0008095539
## 33      1 0.0004430621 0.03368722 0.14197246 0.02604209 0.001216883 0.01525853 0.0008040057
## 34      1 0.0004641589 0.03359975 0.14405629 0.02597057 0.001211268 0.01536447 0.0008000277
## 35      1 0.0004862602 0.03352384 0.14595213 0.02590934 0.001207110 0.01544388 0.0007931478
## 36      1 0.0005094138 0.03345420 0.14785820 0.02585316 0.001203426 0.01552120 0.0007894721
## 37      1 0.0005336699 0.03339454 0.14960729 0.02580694 0.001199628 0.01559076 0.0007838788
## 38      1 0.0005590810 0.03334503 0.15116000 0.02577023 0.001195281 0.01562893 0.0007786518
## 39      1 0.0005857021 0.03330695 0.15243992 0.02574096 0.001190948 0.01573932 0.0007720151
## 40      1 0.0006135907 0.03327623 0.15362203 0.02571433 0.001188830 0.01578519 0.0007671006
## 41      1 0.0006428073 0.03325532 0.15456514 0.02569593 0.001191487 0.01580354 0.0007688688
## 42      1 0.0006734151 0.03324124 0.15540700 0.02568540 0.001195122 0.01609024 0.0007666164
## 43      1 0.0007054802 0.03323864 0.15585613 0.02568767 0.001198994 0.01638949 0.0007633418
## 44      1 0.0007390722 0.03324020 0.15628671 0.02569680 0.001204488 0.01699978 0.0007620281
## 45      1 0.0007742637 0.03325175 0.15632321 0.02571610 0.001212527 0.01750994 0.0007643122
## 46      1 0.0008111308 0.03327013 0.15612657 0.02573980 0.001225609 0.01840117 0.0007683976
## 47      1 0.0008497534 0.03329846 0.15544814 0.02576816 0.001239291 0.01916417 0.0007770070
## 48      1 0.0008902151 0.03333102 0.15461202 0.02579703 0.001250976 0.02009324 0.0007847590
## 49      1 0.0009326033 0.03337064 0.15337494 0.02583100 0.001262914 0.02084503 0.0007919635
## 50      1 0.0009770100 0.03340689 0.15234980 0.02586319 0.001270414 0.02172424 0.0007947319
## 51      1 0.0010235310 0.03344909 0.15094450 0.02589939 0.001277857 0.02242244 0.0007970347
## 52      1 0.0010722672 0.03349188 0.14950027 0.02593583 0.001289031 0.02315547 0.0008056360
## 53      1 0.0011233240 0.03353965 0.14770300 0.02597952 0.001303516 0.02369562 0.0008153294
## 54      1 0.0011768120 0.03358815 0.14586375 0.02602456 0.001315970 0.02436655 0.0008255987
## 55      1 0.0012328467 0.03364371 0.14352601 0.02607536 0.001329134 0.02494793 0.0008371052
## 56      1 0.0012915497 0.03369574 0.14141654 0.02612118 0.001337715 0.02560774 0.0008449080
## 57      1 0.0013530478 0.03375273 0.13891430 0.02617054 0.001344309 0.02604731 0.0008519988
## 58      1 0.0014174742 0.03380830 0.13650624 0.02621816 0.001347419 0.02633647 0.0008565001
## 59      1 0.0014849683 0.03386870 0.13372806 0.02626904 0.001349658 0.02635780 0.0008615742
## 60      1 0.0015556761 0.03393143 0.13077711 0.02631986 0.001348182 0.02623494 0.0008640095
## 61      1 0.0016297508 0.03399985 0.12736635 0.02637531 0.001346959 0.02595198 0.0008674359
## 62      1 0.0017073526 0.03407113 0.12367726 0.02643117 0.001345430 0.02554843 0.0008704276
## 63      1 0.0017886495 0.03414721 0.11957078 0.02649002 0.001344108 0.02500865 0.0008738948
## 64      1 0.0018738174 0.03422135 0.11553236 0.02654715 0.001341518 0.02439243 0.0008759446
## 65      1 0.0019630407 0.03429746 0.11125394 0.02660583 0.001339475 0.02360745 0.0008785478
## 66      1 0.0020565123 0.03436419 0.10764100 0.02665443 0.001334786 0.02306033 0.0008808081
## 67      1 0.0021544347 0.03443281 0.10381487 0.02670513 0.001331375 0.02243217 0.0008849261
## 68      1 0.0022570197 0.03449209 0.10066728 0.02674773 0.001326610 0.02213115 0.0008857638
## 69      1 0.0023644894 0.03455204 0.09739818 0.02679101 0.001322862 0.02169475 0.0008864879
## 70      1 0.0024770764 0.03459715 0.09525448 0.02682348 0.001317260 0.02163675 0.0008848667
## 71      1 0.0025950242 0.03464238 0.09307494 0.02685650 0.001312455 0.02142086 0.0008829355
## 72      1 0.0027185882 0.03468006 0.09151857 0.02688465 0.001306810 0.02130278 0.0008782102
## 73      1 0.0028480359 0.03471736 0.08999747 0.02691324 0.001302219 0.02098757 0.0008735378
## 74      1 0.0029836472 0.03475285 0.08867288 0.02694154 0.001297911 0.02083418 0.0008692855
## 75      1 0.0031257158 0.03479058 0.08720490 0.02697140 0.001294110 0.02058677 0.0008657098
## 76      1 0.0032745492 0.03483163 0.08550442 0.02700361 0.001290494 0.02033117 0.0008622698
## 77      1 0.0034304693 0.03487644 0.08350976 0.02703893 0.001286780 0.02004310 0.0008588076
## 78      1 0.0035938137 0.03491999 0.08164977 0.02707264 0.001284441 0.01977327 0.0008557816
## 79      1 0.0037649358 0.03496645 0.07955484 0.02710850 0.001282947 0.01951500 0.0008530227
## 80      1 0.0039442061 0.03500990 0.07776741 0.02714086 0.001280843 0.01931392 0.0008506999
## 81      1 0.0041320124 0.03505427 0.07591406 0.02717345 0.001279515 0.01893301 0.0008496673
## 82      1 0.0043287613 0.03509742 0.07423067 0.02720482 0.001277556 0.01854913 0.0008489139
## 83      1 0.0045348785 0.03514104 0.07255432 0.02723662 0.001276579 0.01820793 0.0008485238
## 84      1 0.0047508102 0.03517487 0.07206584 0.02726066 0.001276569 0.01846057 0.0008478353
## 85      1 0.0049770236 0.03520822 0.07182652 0.02728388 0.001277712 0.01838908 0.0008486115
## 86      1 0.0052140083 0.03524249 0.07182349 0.02730723 0.001277904 0.01838854 0.0008485098
## 87      1 0.0054622772 0.03528004 0.07182349 0.02733308 0.001278174 0.01838854 0.0008487354
## 88      1 0.0057223677 0.03532120 0.07182349 0.02736073 0.001278532 0.01838854 0.0008490155
## 89      1 0.0059948425 0.03536632 0.07182349 0.02739080 0.001278990 0.01838854 0.0008496241
## 90      1 0.0062802914 0.03541578 0.07182349 0.02742393 0.001279559 0.01838854 0.0008502809
## 91      1 0.0065793322 0.03546998 0.07182349 0.02746067 0.001280253 0.01838854 0.0008512851
## 92      1 0.0068926121 0.03552937 0.07182349 0.02750233 0.001281087 0.01838854 0.0008526705
## 93      1 0.0072208090 0.03559444 0.07182349 0.02754724 0.001282076 0.01838854 0.0008541084
## 94      1 0.0075646333 0.03566572 0.07182349 0.02759618 0.001283238 0.01838854 0.0008545241
## 95      1 0.0079248290 0.03574379 0.07182349 0.02765026 0.001284592 0.01838854 0.0008552613
## 96      1 0.0083021757 0.03582927 0.07182349 0.02771092 0.001286158 0.01838854 0.0008558940
## 97      1 0.0086974900 0.03592286 0.07182349 0.02777801 0.001287959 0.01838854 0.0008562066
## 98      1 0.0091116276 0.03602529 0.07182349 0.02785179 0.001290019 0.01838854 0.0008563049
## 99      1 0.0095454846 0.03612768 0.05828714 0.02792606 0.001293430 0.01168110 0.0008585976
## 100     1 0.0100000000 0.03614602        NaN 0.02793882 0.001285343         NA 0.0008525567

## Warning: Removed 1 rows containing missing values (geom_path).

## Warning: Removed 1 rows containing missing values (geom_point).

## `stat_bin()` using `bins = 30`. Pick better value with `binwidth`.

## [1] "Coefficients"
##                model.coef
## (Intercept)  2.096739e+00
## PC2         -1.428236e-04
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## PC3297      -4.968296e-05
## PC3309       1.296777e-06
## PC3312      -6.922669e-06
## PC3315      -1.011776e-06
## PC3326      -1.836498e-04
## PC3340       1.014309e-04
## PC3347       5.938438e-07
## PC3355      -1.421102e-05
## PC3362      -2.079606e-06
## PC3392       1.147790e-04
## PC3418       3.210681e-07
## PC3425      -2.214055e-05
## PC3453       2.948280e-04
## PC3454       6.807121e-05
## PC3484       5.741822e-05
## PC3486       2.856247e-04
## PC3514      -8.867306e-05
## PC3522      -1.693942e-06
## PC3534      -8.433019e-07
## PC3544      -3.549611e-04
## PC3552      -8.383689e-05
## PC3554      -1.036660e-04
## PC3556      -6.415232e-05
## PC3562       3.497765e-07
## PC3565      -2.418281e-05
## PC3573       1.206911e-04
## PC3575      -1.747758e-04
## PC3577      -2.711789e-04
## PC3581      -1.167980e-06
## PC3584       1.005565e-05
## PC3596       3.058225e-07
## PC3597      -1.802061e-06
## PC3609      -3.432443e-07
## PC3628       8.937398e-06
## PC3630       2.500236e-04
## PC3641       2.316818e-05
## PC3643       6.586635e-06
## PC3646      -4.511310e-05
## PC3651       8.317456e-07
## PC3688       3.678052e-05
## PC3689      -2.986500e-07
## PC3691      -8.469057e-07
## PC3695      -1.234661e-04
## PC3705       1.879580e-05
## PC3726      -7.421758e-05
## PC3734      -2.232779e-07
## PC3736       3.279383e-04
## PC3739      -3.770993e-05
## PC3748       9.666111e-05
## PC3762       5.756466e-07
## PC3786       1.667845e-04
## PC3796       2.213641e-06
## PC3805      -4.230931e-06
## PC3816      -9.778687e-05
## PC3819      -9.138956e-06
## PC3825       2.419325e-04
## PC3827      -4.779262e-05
## PC3834       1.925088e-04

Test

if (algo.LASSO.caret == TRUE){
  test.model(model.LASSO.caret, data.test
             ,method = 'glmnet',subopt = "LASSO"
             ,formula = formula, feature.names = feature.names, label.names = label.names
             ,draw.limits = TRUE, transformation = t)
}

## [1] "Summary of predicted values: "
##    Min. 1st Qu.  Median    Mean 3rd Qu.    Max. 
##   2.054   2.087   2.096   2.096   2.105   2.139 
## [1] "glmnet LASSO Test MSE: 0.00109281952782543"

LARS with CV

Train

if (algo.LARS.caret == TRUE){
  set.seed(1)
  returned = train.caret.glmselect(formula = formula
                                   ,data =  data.train
                                   ,method = "lars"
                                   ,subopt = 'NULL'
                                   ,feature.names = feature.names)
  model.LARS.caret = returned$model
}

## Warning in nominalTrainWorkflow(x = x, y = y, wts = weights, info = trainInfo, : There were missing values in resampled
## performance measures.

## Aggregating results
## Selecting tuning parameters
## Fitting fraction = 0.0808 on full training set
## Least Angle Regression 
## 
## 5584 samples
## 3834 predictors
## 
## Pre-processing: centered (3834), scaled (3834) 
## Resampling: Cross-Validated (10 fold) 
## Summary of sample sizes: 5026, 5026, 5026, 5025, 5025, 5026, ... 
## Resampling results across tuning parameters:
## 
##   fraction    RMSE        Rsquared    MAE       
##   0.00000000  0.03614602         NaN  0.02793882
##   0.01010101  0.03412208  0.12099159  0.02647134
##   0.02020202  0.03363030  0.14421683  0.02606440
##   0.03030303  0.03345745  0.15083598  0.02590395
##   0.04040404  0.03336345  0.15369024  0.02582483
##   0.05050505  0.03329556  0.15562303  0.02576440
##   0.06060606  0.03325590  0.15642350  0.02572336
##   0.07070707  0.03323891  0.15636070  0.02569551
##   0.08080808  0.03323445  0.15596827  0.02568158
##   0.09090909  0.03324356  0.15518459  0.02568517
##   0.10101010  0.03326178  0.15422408  0.02570109
##   0.11111111  0.03329038  0.15302514  0.02572556
##   0.12121212  0.03332353  0.15186099  0.02575408
##   0.13131313  0.03336427  0.15054998  0.02578513
##   0.14141414  0.03341673  0.14890949  0.02582456
##   0.15151515  0.03347413  0.14726403  0.02586899
##   0.16161616  0.03353390  0.14569973  0.02591807
##   0.17171717  0.03360137  0.14400282  0.02597285
##   0.18181818  0.03367550  0.14223020  0.02603291
##   0.19191919  0.03375706  0.14034670  0.02609945
##   0.20202020  0.03384178  0.13853451  0.02617479
##   0.21212121  0.03393073  0.13674280  0.02625357
##   0.22222222  0.03402660  0.13489165  0.02633530
##   0.23232323  0.03412861  0.13302736  0.02641921
##   0.24242424  0.03423440  0.13121851  0.02650609
##   0.25252525  0.03434954  0.12926701  0.02660335
##   0.26262626  0.03447091  0.12729949  0.02670584
##   0.27272727  0.03459820  0.12534557  0.02681517
##   0.28282828  0.03473529  0.12328208  0.02693394
##   0.29292929  0.03487973  0.12119477  0.02706040
##   0.30303030  0.03502922  0.11917215  0.02718943
##   0.31313131  0.03518457  0.11717980  0.02732082
##   0.32323232  0.03534743  0.11518984  0.02745493
##   0.33333333  0.03551919  0.11314845  0.02759852
##   0.34343434  0.03569982  0.11107159  0.02775028
##   0.35353535  0.03588767  0.10902137  0.02790618
##   0.36363636  0.03608283  0.10699006  0.02807150
##   0.37373737  0.03628430  0.10500271  0.02824479
##   0.38383838  0.03649446  0.10300332  0.02842774
##   0.39393939  0.03671310  0.10097981  0.02861941
##   0.40404040  0.03693829  0.09900475  0.02881508
##   0.41414141  0.03717255  0.09706990  0.02901948
##   0.42424242  0.03741549  0.09517411  0.02922867
##   0.43434343  0.03766719  0.09329063  0.02944441
##   0.44444444  0.03792907  0.09139484  0.02966626
##   0.45454545  0.03819811  0.08956986  0.02989314
##   0.46464646  0.03847409  0.08782936  0.03012770
##   0.47474747  0.03875597  0.08614954  0.03036809
##   0.48484848  0.03904735  0.08448522  0.03061224
##   0.49494949  0.03934871  0.08283387  0.03086796
##   0.50505051  0.03966015  0.08118754  0.03113190
##   0.51515152  0.03998190  0.07955121  0.03140297
##   0.52525253  0.04031320  0.07793536  0.03168070
##   0.53535354  0.04065345  0.07635971  0.03196363
##   0.54545455  0.04100287  0.07482115  0.03225295
##   0.55555556  0.04136130  0.07332994  0.03254955
##   0.56565657  0.04172986  0.07186342  0.03285313
##   0.57575758  0.04210805  0.07040099  0.03316203
##   0.58585859  0.04249602  0.06895057  0.03347679
##   0.59595960  0.04289090  0.06751755  0.03379839
##   0.60606061  0.04329106  0.06617020  0.03412779
##   0.61616162  0.04370176  0.06485527  0.03446531
##   0.62626263  0.04412417  0.06353725  0.03480966
##   0.63636364  0.04455695  0.06222916  0.03516049
##   0.64646465  0.04499866  0.06095125  0.03552160
##   0.65656566  0.04544714  0.05974688  0.03589093
##   0.66666667  0.04590403  0.05858466  0.03626851
##   0.67676768  0.04637045  0.05743342  0.03665321
##   0.68686869  0.04684638  0.05630017  0.03704523
##   0.69696970  0.04733309  0.05516893  0.03744509
##   0.70707071  0.04783091  0.05405644  0.03785427
##   0.71717172  0.04834049  0.05295381  0.03827293
##   0.72727273  0.04885665  0.05190697  0.03869611
##   0.73737374  0.04938077  0.05088336  0.03912374
##   0.74747475  0.04991289  0.04988046  0.03955557
##   0.75757576  0.05045466  0.04888743  0.03999347
##   0.76767677  0.05100590  0.04788913  0.04043676
##   0.77777778  0.05156288  0.04691712  0.04088403
##   0.78787879  0.05212311  0.04599740  0.04133287
##   0.79797980  0.05268714  0.04512303  0.04178240
##   0.80808081  0.05325811  0.04426342  0.04223516
##   0.81818182  0.05383721  0.04342280  0.04269052
##   0.82828283  0.05442342  0.04259101  0.04314916
##   0.83838384  0.05501489  0.04177016  0.04360894
##   0.84848485  0.05561262  0.04097571  0.04407398
##   0.85858586  0.05621462  0.04021479  0.04454186
##   0.86868687  0.05682232  0.03948171  0.04501306
##   0.87878788  0.05743433  0.03876597  0.04548605
##   0.88888889  0.05804923  0.03807391  0.04595848
##   0.89898990  0.05866711  0.03740470  0.04643396
##   0.90909091  0.05929067  0.03675401  0.04691400
##   0.91919192  0.05992245  0.03610439  0.04739987
##   0.92929293  0.06056368  0.03545872  0.04789449
##   0.93939394  0.06121115  0.03482724  0.04839363
##   0.94949495  0.06185938  0.03422280  0.04889492
##   0.95959596  0.06250725  0.03362856  0.04939636
##   0.96969697  0.06315920  0.03303517  0.04990153
##   0.97979798  0.06381601  0.03246105  0.05041150
##   0.98989899  0.06447466  0.03191967  0.05092105
##   1.00000000  0.06513655  0.03138819  0.05143082
## 
## RMSE was used to select the optimal model using the smallest value.
## The final value used for the model was fraction = 0.08080808.

##     fraction
## 9 0.08080808

## Warning: Removed 1 rows containing missing values (geom_point).

## `stat_bin()` using `bins = 30`. Pick better value with `binwidth`.

## [1] "Coefficients"
##           PC2           PC3           PC6           PC8           PC9          PC10          PC12          PC19 
## -8.004162e-04  2.654810e-04  4.990547e-04 -2.906030e-04 -1.325741e-03  1.871507e-04  4.597709e-04  1.366118e-04 
##          PC21          PC26          PC27          PC33          PC38          PC39          PC43          PC45 
##  2.776170e-04  4.049822e-05  1.316474e-03 -2.375400e-04 -1.240783e-03  1.091559e-04 -4.895984e-04 -7.855712e-04 
##          PC46          PC47          PC49          PC52          PC55          PC56          PC60          PC64 
## -3.315586e-04 -2.409824e-04  3.420571e-04  3.719029e-05  7.250361e-05 -6.268380e-04 -6.420020e-04  2.860344e-04 
##          PC65          PC67          PC70          PC84          PC85          PC86          PC87          PC89 
## -1.178817e-03  9.673413e-05  5.522072e-04 -1.430184e-04  3.286176e-04 -1.713509e-03  7.875635e-06 -4.850829e-04 
##          PC91          PC92          PC98          PC99         PC106         PC108         PC109         PC116 
##  2.010003e-04 -7.261533e-04  7.877658e-04 -1.173452e-03 -3.262732e-04 -2.229796e-04  3.330590e-04 -3.781648e-05 
##         PC117         PC120         PC122         PC124         PC126         PC127         PC129         PC131 
## -1.759594e-04  1.058353e-04  8.744365e-04 -5.343091e-04 -2.413146e-04  3.200860e-04  2.379043e-04 -3.292061e-04 
##         PC134         PC136         PC146         PC148         PC149         PC151         PC157         PC158 
##  1.325743e-03  1.943681e-04  3.395449e-04 -5.278489e-04  4.077174e-04  4.798993e-04  1.620341e-03 -7.090789e-04 
##         PC164         PC165         PC168         PC171         PC174         PC177         PC181         PC182 
## -7.994394e-04 -2.320777e-04  2.733215e-04 -4.702615e-04  4.745889e-04 -5.822521e-04  1.654385e-03  3.237850e-05 
##         PC185         PC186         PC187         PC189         PC190         PC192         PC195         PC196 
##  2.623333e-04  1.624184e-03  6.861502e-04 -4.731372e-06 -6.687744e-04  1.141187e-03  4.976305e-04 -4.587299e-04 
##         PC197         PC199         PC200         PC202         PC204         PC208         PC209         PC210 
##  1.615296e-03  1.430625e-04  4.936429e-04  2.054681e-04  4.892637e-04 -2.606596e-04  5.185912e-05  8.718407e-04 
##         PC214         PC215         PC216         PC218         PC219         PC221         PC222         PC224 
## -7.231116e-05 -1.189918e-03 -3.413057e-04  1.066144e-04  5.316978e-04  7.888621e-04  1.696682e-04 -6.079805e-04 
##         PC225         PC228         PC229         PC230         PC231         PC232         PC233         PC237 
##  8.532239e-04 -3.035106e-03  8.443247e-05 -1.131283e-03 -3.862567e-03  1.771607e-03  9.660704e-04  2.123413e-03 
##         PC238         PC239         PC240         PC242         PC266         PC274         PC280         PC285 
##  1.954995e-03 -8.806697e-03  6.416467e-04  1.140803e-04  7.124886e-05 -7.835263e-05  5.138295e-05 -6.485120e-04 
##         PC287         PC293         PC296         PC303         PC320         PC329         PC339         PC356 
## -9.155980e-05 -2.999104e-04  4.053917e-04  1.954498e-06 -5.207708e-05  4.317328e-05  2.458952e-04  1.983434e-04 
##         PC357         PC368         PC371         PC390         PC393         PC409         PC415         PC450 
##  5.302503e-04  2.629153e-05 -5.088446e-05  1.016046e-04 -6.136739e-05 -2.922808e-04 -3.368086e-04  4.945186e-04 
##         PC454         PC472         PC481         PC495         PC499         PC515         PC520         PC543 
## -1.987271e-05 -2.856439e-04 -6.986353e-05  3.466296e-04  8.924158e-06  1.510751e-04  8.101785e-05 -7.466996e-05 
##         PC550         PC558         PC566         PC574         PC623         PC634         PC643         PC645 
##  2.700256e-04  1.545332e-04  2.883449e-04 -3.729267e-05  2.237120e-05 -2.880654e-06 -8.570042e-05  1.202151e-04 
##         PC652         PC657         PC669         PC679         PC693         PC696         PC697         PC723 
## -2.910828e-04 -5.509901e-06 -8.723791e-05  1.680018e-04  2.027311e-04 -1.907963e-04  3.183768e-04 -4.777708e-05 
##         PC728         PC733         PC741         PC745         PC747         PC751         PC762         PC766 
## -8.524300e-05  1.310801e-05 -1.242125e-04 -2.081413e-05  9.100760e-05  4.565036e-04 -1.762179e-04  3.444448e-04 
##         PC770         PC774         PC792         PC797         PC804         PC817         PC825         PC828 
##  3.845370e-04  1.744497e-04  2.819838e-04 -9.701303e-05  3.151456e-04  1.963864e-06 -6.084854e-05  1.228494e-04 
##         PC834         PC835         PC841         PC842         PC845         PC847         PC849         PC875 
##  2.847866e-05 -2.695585e-04 -2.225560e-04  2.710492e-04 -1.198770e-04  2.256530e-04  2.293055e-04  3.985901e-05 
##         PC885         PC893         PC896         PC904         PC929         PC930         PC935         PC942 
##  5.829188e-04 -4.054869e-05  1.696681e-04 -5.422001e-04 -2.954777e-04 -8.129409e-05 -1.783018e-04 -4.915886e-04 
##         PC946         PC965         PC967         PC979         PC980         PC982        PC1002        PC1004 
##  1.005158e-04  2.332678e-04  9.113381e-05 -1.274825e-04  2.497594e-04 -1.480287e-04 -5.253062e-04 -2.575833e-05 
##        PC1016        PC1022        PC1025        PC1027        PC1029        PC1040        PC1044        PC1051 
## -1.319661e-04 -5.755601e-05 -6.339250e-06  4.949600e-04 -8.320487e-06 -3.914149e-04 -6.420366e-04 -9.908099e-05 
##        PC1066        PC1079        PC1095        PC1109        PC1131        PC1141        PC1150        PC1151 
##  2.723565e-05  2.968829e-04 -1.418124e-04 -2.949569e-05  1.897521e-04 -8.540002e-05  1.355476e-04  1.035563e-04 
##        PC1160        PC1167        PC1169        PC1175        PC1181        PC1182        PC1198        PC1200 
## -2.772511e-04  2.339984e-04  4.470372e-04  2.307289e-04  4.020509e-05 -5.570948e-04  2.938748e-04  1.650273e-04 
##        PC1214        PC1225        PC1230        PC1235        PC1243        PC1256        PC1261        PC1265 
##  2.501293e-04  1.233318e-04 -4.896681e-04 -5.991114e-04 -5.805782e-05 -1.222623e-04  4.717436e-05  8.906898e-05 
##        PC1268        PC1270        PC1289        PC1298        PC1300        PC1302        PC1309        PC1339 
## -1.809896e-04  6.601542e-05  4.325488e-04  1.687216e-04 -2.644663e-05  4.022664e-05  1.083803e-04 -8.896271e-05 
##        PC1343        PC1352        PC1355        PC1365        PC1379        PC1388        PC1397        PC1409 
## -2.103927e-04  4.013245e-05 -1.443218e-05 -1.620801e-05  6.539581e-04 -2.279824e-04  5.109512e-05 -5.472863e-05 
##        PC1420        PC1433        PC1448        PC1450        PC1483        PC1495        PC1501        PC1519 
## -3.959873e-04  2.548167e-04  2.019299e-04 -1.166666e-04 -5.064158e-04  4.433981e-04  1.747982e-04 -2.857129e-04 
##        PC1521        PC1528        PC1532        PC1535        PC1536        PC1570        PC1580        PC1586 
##  3.252702e-04  1.634820e-04 -6.872653e-04 -5.712046e-05 -2.363772e-04  6.304228e-04 -1.701705e-04 -1.483448e-04 
##        PC1603        PC1615        PC1620        PC1629        PC1657        PC1666        PC1674        PC1677 
##  5.603010e-06 -1.899886e-04 -4.779186e-04  3.300751e-04  1.230634e-04  1.021741e-06  2.051782e-04 -2.096330e-04 
##        PC1708        PC1727        PC1728        PC1737        PC1758        PC1763        PC1764        PC1772 
## -6.841088e-05  2.319760e-04 -2.835046e-04  2.694383e-04  7.624395e-05  4.942729e-05  2.467427e-04 -1.598444e-04 
##        PC1788        PC1798        PC1808        PC1815        PC1822        PC1827        PC1829        PC1835 
## -6.188309e-06 -1.796443e-04 -5.822207e-04  7.489614e-05 -1.027173e-04 -5.811986e-05  7.809469e-05  1.201756e-04 
##        PC1836        PC1842        PC1843        PC1871        PC1874        PC1908        PC1914        PC1945 
##  4.685967e-04 -2.668234e-05 -3.057110e-04 -1.855379e-04  7.234378e-05  6.158485e-05 -2.507701e-04 -5.573799e-06 
##        PC1947        PC1951        PC1956        PC1962        PC1963        PC1970        PC1971        PC1972 
##  3.049105e-04  1.626525e-06 -1.459375e-06 -2.345962e-04 -7.531389e-05 -4.271750e-05  3.310924e-05 -3.152738e-04 
##        PC1978        PC1988        PC1989        PC2003        PC2028        PC2040        PC2041        PC2042 
##  3.087048e-04  1.478317e-04 -6.750959e-05 -1.058098e-04  6.497890e-05 -4.575251e-05  3.677157e-04  4.694388e-05 
##        PC2050        PC2061        PC2086        PC2098        PC2106        PC2111        PC2112        PC2131 
## -2.566752e-04  8.054559e-05 -2.070712e-05 -3.878536e-04  3.188527e-04  1.209857e-04 -3.581957e-04  3.542722e-04 
##        PC2137        PC2173        PC2187        PC2189        PC2192        PC2195        PC2211        PC2214 
##  2.686370e-04 -5.338512e-05  4.142913e-05 -4.794043e-05  1.497097e-04  5.790751e-05 -1.889047e-04 -4.073220e-05 
##        PC2219        PC2227        PC2265        PC2275        PC2277        PC2323        PC2327        PC2342 
## -6.026758e-05 -3.294167e-04  1.079650e-04 -1.807135e-04 -3.526737e-04 -1.178650e-04  1.148164e-04  1.752095e-04 
##        PC2371        PC2383        PC2391        PC2395        PC2403        PC2419        PC2424        PC2432 
## -1.559294e-04  9.398396e-05  2.692942e-04  4.591647e-04  2.673514e-06 -7.337363e-05  1.661277e-04  1.162574e-04 
##        PC2434        PC2442        PC2446        PC2447        PC2456        PC2459        PC2467        PC2471 
## -2.780779e-04  1.057172e-04 -1.612157e-05  1.994028e-04  1.035592e-04 -6.634262e-04  7.970126e-04  4.372694e-05 
##        PC2480        PC2494        PC2507        PC2511        PC2517        PC2533        PC2537        PC2540 
## -2.895454e-04  6.734198e-05  4.452799e-04 -3.169798e-04 -7.711004e-05  2.055207e-04 -2.929576e-05  3.837015e-04 
##        PC2546        PC2549        PC2564        PC2569        PC2585        PC2592        PC2602        PC2613 
## -2.206824e-04  1.613425e-04 -7.979721e-05 -2.130623e-04  1.388000e-04  8.300773e-05  8.911488e-06  9.669667e-05 
##        PC2620        PC2625        PC2627        PC2644        PC2649        PC2652        PC2655        PC2658 
##  2.995082e-04  1.508657e-04  3.935540e-04  2.356026e-04 -1.424237e-04  1.175771e-04  5.775307e-05 -2.786237e-04 
##        PC2663        PC2666        PC2673        PC2681        PC2682        PC2684        PC2698        PC2719 
##  9.940041e-05  1.616185e-04  7.387192e-05  8.804135e-05  1.723262e-04 -3.703711e-04 -2.894777e-05 -4.817152e-05 
##        PC2729        PC2750        PC2751        PC2776        PC2792        PC2794        PC2810        PC2825 
##  1.101002e-04 -4.662259e-05 -2.956866e-04  3.701417e-04  1.102998e-05  5.325370e-05  2.804667e-05  3.433939e-05 
##        PC2834        PC2839        PC2848        PC2861        PC2869        PC2872        PC2891        PC2898 
## -1.544253e-04  5.518077e-05 -1.810401e-04 -2.555597e-04 -2.399368e-05 -8.856818e-05 -3.880598e-04 -3.236739e-05 
##        PC2903        PC2907        PC2918        PC2923        PC2945        PC2949        PC2966        PC2979 
## -9.753034e-05 -1.909721e-05 -1.095678e-04 -2.292393e-05 -7.979862e-05  2.946953e-05 -1.139238e-04  2.206424e-05 
##        PC2980        PC2985        PC2995        PC2996        PC3018        PC3023        PC3024        PC3038 
##  1.764244e-04  1.400389e-04 -3.316690e-05  5.273643e-04  1.320300e-04  5.604056e-05 -1.421512e-04 -3.322492e-04 
##        PC3043        PC3054        PC3065        PC3070        PC3073        PC3089        PC3091        PC3101 
##  1.372078e-04  3.510125e-05 -1.044306e-04  1.592927e-04  1.366377e-05  3.900469e-05 -1.819711e-04 -2.000689e-05 
##        PC3102        PC3108        PC3117        PC3125        PC3144        PC3145        PC3179        PC3195 
## -1.488264e-04 -2.276738e-04 -3.374970e-05  2.738240e-04 -1.745160e-05 -1.344837e-04  2.565606e-04  2.218838e-04 
##        PC3205        PC3212        PC3254        PC3257        PC3265        PC3267        PC3269        PC3271 
## -5.199821e-05 -4.374885e-04  2.548788e-04  2.061227e-04 -4.237577e-05 -5.923851e-05 -2.466612e-06 -1.689589e-05 
##        PC3278        PC3279        PC3283        PC3293        PC3296        PC3297        PC3312        PC3326 
## -3.818941e-05  6.066712e-04  7.328185e-05  8.420457e-04  5.905764e-05 -7.917587e-05 -1.209523e-06 -3.246160e-04 
##        PC3340        PC3355        PC3392        PC3425        PC3453        PC3454        PC3484        PC3486 
##  1.731063e-04 -1.388006e-05  1.990137e-04 -2.843654e-05  5.163718e-04  1.115123e-04  9.138379e-05  4.965082e-04 
##        PC3514        PC3544        PC3552        PC3554        PC3556        PC3565        PC3573        PC3575 
## -1.475849e-04 -6.181202e-04 -1.378704e-04 -1.729725e-04 -1.032204e-04 -3.052695e-05  2.027981e-04 -2.953564e-04 
##        PC3577        PC3584        PC3628        PC3630        PC3641        PC3643        PC3646        PC3688 
## -4.692023e-04  5.942637e-06  3.781128e-06  4.275447e-04  2.899060e-05  1.411027e-08 -6.562085e-05  5.128088e-05 
##        PC3695        PC3705        PC3726        PC3736        PC3739        PC3748        PC3786        PC3816 
## -2.013434e-04  2.056923e-05 -1.183881e-04  5.514554e-04 -5.617650e-05  1.569267e-04  2.774374e-04 -1.533472e-04 
##        PC3819        PC3825        PC3827        PC3834 
## -4.260913e-06  3.993113e-04 -7.112907e-05  3.208686e-04

Test

if (algo.LARS.caret == TRUE){
  test.model(model.LARS.caret, data.test
             ,method = 'lars',subopt = NULL
             ,formula = formula, feature.names = feature.names, label.names = label.names
             ,draw.limits = TRUE, transformation = t)
}

## [1] "Summary of predicted values: "
##    Min. 1st Qu.  Median    Mean 3rd Qu.    Max. 
##   2.054   2.087   2.096   2.096   2.105   2.139 
## [1] "lars  Test MSE: 0.00109302341078057"

Session Info

sessionInfo()

## R version 3.5.2 (2018-12-20)
## Platform: x86_64-w64-mingw32/x64 (64-bit)
## Running under: Windows Server 2008 R2 x64 (build 7601) Service Pack 1
## 
## Matrix products: default
## 
## locale:
## [1] LC_COLLATE=English_United States.1252  LC_CTYPE=English_United States.1252    LC_MONETARY=English_United States.1252
## [4] LC_NUMERIC=C                           LC_TIME=English_United States.1252    
## 
## attached base packages:
## [1] parallel  stats     graphics  grDevices utils     datasets  methods   base     
## 
## other attached packages:
##  [1] knitr_1.20                 htmltools_0.3.6            reshape2_1.4.3             lars_1.2                  
##  [5] doParallel_1.0.11          iterators_1.0.9            caret_6.0-81               leaps_3.0                 
##  [9] ggforce_0.2.1              rlist_0.4.6.1              car_3.0-2                  carData_3.0-2             
## [13] bestNormalize_1.3.0        scales_1.0.0               onewaytests_2.0            caTools_1.17.1.1          
## [17] mosaic_1.5.0               mosaicData_0.17.0          ggformula_0.9.1            ggstance_0.3.1            
## [21] lattice_0.20-38            DT_0.4                     ggiraphExtra_0.2.9         ggiraph_0.6.0             
## [25] investr_1.4.0              glmnet_2.0-16              foreach_1.4.4              Matrix_1.2-15             
## [29] MASS_7.3-51.1              PerformanceAnalytics_1.5.2 xts_0.10-2                 zoo_1.8-2                 
## [33] forcats_0.3.0              stringr_1.3.1              dplyr_0.8.0.1              purrr_0.2.5               
## [37] readr_1.1.1                tidyr_0.8.1                tibble_2.1.1               ggplot2_3.1.0             
## [41] tidyverse_1.2.1            usdm_1.1-18                raster_2.8-19              sp_1.3-1                  
## [45] pacman_0.5.1              
## 
## loaded via a namespace (and not attached):
##  [1] readxl_1.1.0       backports_1.1.2    plyr_1.8.4         lazyeval_0.2.1     splines_3.5.2      mycor_0.1.1       
##  [7] crosstalk_1.0.0    leaflet_2.0.2      digest_0.6.15      magrittr_1.5       mosaicCore_0.6.0   openxlsx_4.1.0    
## [13] recipes_0.1.4      modelr_0.1.2       gower_0.1.2        colorspace_1.3-2   rvest_0.3.2        ggrepel_0.8.0     
## [19] haven_1.1.2        crayon_1.3.4       jsonlite_1.5       survival_2.43-3    glue_1.3.1         polyclip_1.10-0   
## [25] registry_0.5-1     gtable_0.2.0       ppcor_1.1          ipred_0.9-6        sjmisc_2.7.9       abind_1.4-5       
## [31] rngtools_1.3.1     bibtex_0.4.2       Rcpp_1.0.1         xtable_1.8-2       foreign_0.8-71     stats4_3.5.2      
## [37] lava_1.6.2         prodlim_2018.04.18 htmlwidgets_1.2    httr_1.3.1         RColorBrewer_1.1-2 pkgconfig_2.0.2   
## [43] farver_1.1.0       nnet_7.3-12        labeling_0.3       tidyselect_0.2.5   rlang_0.3.1        later_0.7.3       
## [49] munsell_0.5.0      cellranger_1.1.0   tools_3.5.2        cli_1.0.1          generics_0.0.2     moments_0.14      
## [55] sjlabelled_1.0.17  broom_0.4.5        evaluate_0.10.1    ggdendro_0.1-20    yaml_2.1.19        ModelMetrics_1.1.0
## [61] zip_2.0.1          nlme_3.1-137       doRNG_1.7.1        mime_0.5           xml2_1.2.0         compiler_3.5.2    
## [67] rstudioapi_0.7     curl_3.2           tweenr_1.0.1       stringi_1.2.3      highr_0.7          gdtools_0.1.7     
## [73] psych_1.8.4        pillar_1.3.1       data.table_1.11.4  bitops_1.0-6       insight_0.1.2      httpuv_1.4.4.2    
## [79] R6_2.2.2           promises_1.0.1     gridExtra_2.3      rio_0.5.16         codetools_0.2-15   assertthat_0.2.0  
## [85] pkgmaker_0.27      rprojroot_1.3-2    withr_2.1.2        nortest_1.0-4      mnormt_1.5-5       mgcv_1.8-26       
## [91] hms_0.4.2          quadprog_1.5-5     grid_3.5.2         rpart_4.1-13       timeDate_3043.102  class_7.3-14      
## [97] rmarkdown_1.10     shiny_1.1.0        lubridate_1.7.4